{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Event Study"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While Alphalens is a tool designed to evaluate a cross-sectional signal which can be used to rank many securities each day, we can still make use of Alphalens returns analysis functions, a subset of Alphalens, to create a meaningful event study.\n",
    "\n",
    "An event study is a statistical method to assess the impact of a particular event on the value of a stock. In this example we will evalute what happens to stocks whose price fall below 30$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:54:55.486341Z",
     "start_time": "2021-04-19T18:54:55.483129Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:54:56.240797Z",
     "start_time": "2021-04-19T18:54:55.491468Z"
    }
   },
   "outputs": [],
   "source": [
    "import alphalens\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:54:56.246046Z",
     "start_time": "2021-04-19T18:54:56.242196Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below is a simple mapping of tickers to sectors for a universe of 500 large cap stocks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:54:56.260987Z",
     "start_time": "2021-04-19T18:54:56.247691Z"
    }
   },
   "outputs": [],
   "source": [
    "tickers = ['ACN', 'ATVI', 'ADBE', 'AMD', 'AKAM', 'ADS', 'GOOGL', 'GOOG', 'APH', 'ADI', 'ANSS', 'AAPL',\n",
    "           'AVGO', 'CA', 'CDNS', 'CSCO', 'CTXS', 'CTSH', 'GLW', 'CSRA', 'DXC', 'EBAY', 'EA', 'FFIV', 'FB',\n",
    "           'FLIR', 'IT', 'GPN', 'HRS', 'HPE', 'HPQ', 'INTC', 'IBM', 'INTU', 'JNPR', 'KLAC', 'LRCX', 'MA', 'MCHP',\n",
    "           'MSFT', 'MSI', 'NTAP', 'NFLX', 'NVDA', 'ORCL', 'PAYX', 'PYPL', 'QRVO', 'QCOM', 'RHT', 'CRM', 'STX',\n",
    "           'AMG', 'AFL', 'ALL', 'AXP', 'AIG', 'AMP', 'AON', 'AJG', 'AIZ', 'BAC', 'BK', 'BBT', 'BRK.B', 'BLK', 'HRB',\n",
    "           'BHF', 'COF', 'CBOE', 'SCHW', 'CB', 'CINF', 'C', 'CFG', 'CME', 'CMA', 'DFS', 'ETFC', 'RE', 'FITB', 'BEN',\n",
    "           'GS', 'HIG', 'HBAN', 'ICE', 'IVZ', 'JPM', 'KEY', 'LUK', 'LNC', 'L', 'MTB', 'MMC', 'MET', 'MCO', 'MS',\n",
    "           'NDAQ', 'NAVI', 'NTRS', 'PBCT', 'PNC', 'PFG', 'PGR', 'PRU', 'RJF', 'RF', 'SPGI', 'STT', 'STI', 'SYF', 'TROW',\n",
    "           'ABT', 'ABBV', 'AET', 'A', 'ALXN', 'ALGN', 'AGN', 'ABC', 'AMGN', 'ANTM', 'BCR', 'BAX', 'BDX', 'BIIB', 'BSX',\n",
    "           'BMY', 'CAH', 'CELG', 'CNC', 'CERN', 'CI', 'COO', 'DHR', 'DVA', 'XRAY', 'EW', 'EVHC', 'ESRX', 'GILD', 'HCA',\n",
    "           'HSIC', 'HOLX', 'HUM', 'IDXX', 'ILMN', 'INCY', 'ISRG', 'IQV', 'JNJ', 'LH', 'LLY', 'MCK', 'MDT', 'MRK', 'MTD',\n",
    "           'MYL', 'PDCO', 'PKI', 'PRGO', 'PFE', 'DGX', 'REGN', 'RMD', 'SYK', 'TMO', 'UNH', 'UHS', 'VAR', 'VRTX', 'WAT',\n",
    "           'MMM', 'AYI', 'ALK', 'ALLE', 'AAL', 'AME', 'AOS', 'ARNC', 'BA', 'CHRW', 'CAT', 'CTAS', 'CSX', 'CMI', 'DE',\n",
    "           'DAL', 'DOV', 'ETN', 'EMR', 'EFX', 'EXPD', 'FAST', 'FDX', 'FLS', 'FLR', 'FTV', 'FBHS', 'GD', 'GE', 'GWW',\n",
    "           'HON', 'INFO', 'ITW', 'IR', 'JEC', 'JBHT', 'JCI', 'KSU', 'LLL', 'LMT', 'MAS', 'NLSN', 'NSC', 'NOC', 'PCAR',\n",
    "           'PH', 'PNR', 'PWR', 'RTN', 'RSG', 'RHI', 'ROK', 'COL', 'ROP', 'LUV', 'SRCL', 'TXT', 'TDG', 'UNP', 'UAL',\n",
    "           'AES', 'LNT', 'AEE', 'AEP', 'AWK', 'CNP', 'CMS', 'ED', 'D', 'DTE', 'DUK', 'EIX', 'ETR', 'ES', 'EXC']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## YFinance Download"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:55:06.273472Z",
     "start_time": "2021-04-19T18:54:56.262287Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  247 of 247 completed\n",
      "\n",
      "17 Failed downloads:\n",
      "- BHF: Data doesn't exist for startDate = 1433134800, endDate = 1483250400\n",
      "- ARNC: Data doesn't exist for startDate = 1433134800, endDate = 1483250400\n",
      "- STI: No data found, symbol may be delisted\n",
      "- RHT: No data found, symbol may be delisted\n",
      "- HRS: No data found, symbol may be delisted\n",
      "- JEC: No data found, symbol may be delisted\n",
      "- BCR: No data found for this date range, symbol may be delisted\n",
      "- BRK.B: No data found, symbol may be delisted\n",
      "- IR: Data doesn't exist for startDate = 1433134800, endDate = 1483250400\n",
      "- AGN: No data found, symbol may be delisted\n",
      "- CELG: No data found, symbol may be delisted\n",
      "- LLL: No data found, symbol may be delisted\n",
      "- LUK: No data found for this date range, symbol may be delisted\n",
      "- ETFC: No data found, symbol may be delisted\n",
      "- MYL: No data found, symbol may be delisted\n",
      "- RTN: No data found, symbol may be delisted\n",
      "- BBT: No data found, symbol may be delisted\n"
     ]
    }
   ],
   "source": [
    "import yfinance as yf\n",
    "import pandas_datareader.data as web\n",
    "yf.pdr_override()\n",
    "\n",
    "df = web.get_data_yahoo(tickers, start='2015-06-01',  end='2017-01-01')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Formatting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:55:06.299710Z",
     "start_time": "2021-04-19T18:55:06.274655Z"
    }
   },
   "outputs": [],
   "source": [
    "df = df.stack()\n",
    "df.index.names = ['date', 'asset']\n",
    "df = df.tz_localize('UTC', level='date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:55:06.308533Z",
     "start_time": "2021-04-19T18:55:06.300614Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "MultiIndex: 91935 entries, (Timestamp('2015-06-01 00:00:00+0000', tz='UTC'), 'A') to (Timestamp('2016-12-30 00:00:00+0000', tz='UTC'), 'XRAY')\n",
      "Data columns (total 6 columns):\n",
      " #   Column     Non-Null Count  Dtype  \n",
      "---  ------     --------------  -----  \n",
      " 0   Adj Close  91935 non-null  float64\n",
      " 1   Close      91935 non-null  float64\n",
      " 2   High       91935 non-null  float64\n",
      " 3   Low        91935 non-null  float64\n",
      " 4   Open       91935 non-null  float64\n",
      " 5   Volume     91935 non-null  float64\n",
      "dtypes: float64(6)\n",
      "memory usage: 4.6+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Factor Computation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now it's time to build the events DataFrame, the input we will pass to Alphalens.\n",
    "\n",
    "Alphalens calculates statistics for those dates where the input DataFrame has values (not NaN). So to compute the performace analysis on specific dates and securities (like an event study) then we have to make sure the input DataFrame contains valid values only on those date/security combinations where the event happens. All the other values in the DataFrame must be NaN or not present.\n",
    "\n",
    "Also, make sure the event values are positive (it doesn't matter the value but they must be positive) if you intend to go long on the events and use negative values if you intent to go short. This impacts the cumulative returns plots. \n",
    "\n",
    "Let's create the event DataFrame where we \"mark\" (any value) each day a security price fall below 30$. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:55:06.332317Z",
     "start_time": "2021-04-19T18:55:06.309464Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date                       asset\n",
       "2015-06-04 00:00:00+00:00  LNT      29.645000\n",
       "                           PWR      29.850000\n",
       "2015-06-12 00:00:00+00:00  CA       29.830000\n",
       "2015-06-18 00:00:00+00:00  PWR      29.870001\n",
       "2015-06-25 00:00:00+00:00  PWR      29.629999\n",
       "                                      ...    \n",
       "2016-12-06 00:00:00+00:00  GE       29.990385\n",
       "2016-12-07 00:00:00+00:00  PFE      29.724857\n",
       "2016-12-09 00:00:00+00:00  CSCO     29.980000\n",
       "2016-12-13 00:00:00+00:00  EW       29.476667\n",
       "2016-12-14 00:00:00+00:00  EBAY     29.850000\n",
       "Length: 161, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "today_price = df.loc[:, 'Open'].unstack('asset')\n",
    "yesterday_price = today_price.shift(1)\n",
    "events = today_price[(today_price < 30.0) & (yesterday_price >= 30)]\n",
    "events = events.stack()\n",
    "events = events.astype(float)\n",
    "events"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The pricing data passed to alphalens should contain the entry price for the assets so it must reflect the next available price after an event was observed at a given timestamp. Those prices must not be used in the calculation of the events for that time. Always double check to ensure you are not introducing lookahead bias to your study.\n",
    "\n",
    "The pricing data must also contain the exit price for the assets, for period 1 the price at the next timestamp will be used, for period 2 the price after 2 timestats will be used and so on.\n",
    "\n",
    "While Alphalens is time frequency agnostic, in our example we build 'pricing' DataFrame so that for each event timestamp it contains the assets open price for the next day afer the event is detected, this price will be used as the assets entry price. Also, we are not adding additional prices so the assets exit price will be the following days open prices (how many days depends on 'periods' argument)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:55:06.351638Z",
     "start_time": "2021-04-19T18:55:06.334334Z"
    }
   },
   "outputs": [],
   "source": [
    "pricing = df.loc[:, 'Open'].iloc[1:].unstack('asset')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:55:06.368177Z",
     "start_time": "2021-04-19T18:55:06.353103Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 402 entries, 2015-06-01 00:00:00+00:00 to 2016-12-30 00:00:00+00:00\n",
      "Columns: 230 entries, AAL to FTV\n",
      "dtypes: float64(230)\n",
      "memory usage: 725.5 KB\n"
     ]
    }
   ],
   "source": [
    "pricing.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Run Event Study"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configuration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Before running Alphalens beware of some important options: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:55:06.376011Z",
     "start_time": "2021-04-19T18:55:06.369474Z"
    }
   },
   "outputs": [],
   "source": [
    "# we don't want any filtering to be done\n",
    "\n",
    "filter_zscore = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:55:06.383869Z",
     "start_time": "2021-04-19T18:55:06.377094Z"
    }
   },
   "outputs": [],
   "source": [
    "# We want to have only one  bin/quantile. So we can either use quantiles=1 or bins=1\n",
    "\n",
    "quantiles = None\n",
    "bins = 1\n",
    "\n",
    "# Beware that in pandas versions below 0.20.0 there were few bugs in panda.qcut and pandas.cut\n",
    "# that resulted in ValueError exception to be thrown when identical values were present in the\n",
    "# dataframe and 1 quantile/bin was selected.\n",
    "# As a workaroung use the bins custom range option that include all your values. E.g.\n",
    "\n",
    "quantiles = None\n",
    "bins = [-1000000, 1000000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:55:06.392541Z",
     "start_time": "2021-04-19T18:55:06.384930Z"
    }
   },
   "outputs": [],
   "source": [
    "# You don't have to directly set 'long_short' option when running alphalens.tears.create_event_study_tear_sheet\n",
    "# But in case you are making use of other Alphalens functions make sure to set 'long_short=False'\n",
    "# if you set 'long_short=True' Alphalens will perform forward return demeaning and that makes sense only\n",
    "# in a dollar neutral portfolio. With an event style signal you cannot usually create a dollar neutral\n",
    "# long/short portfolio\n",
    "\n",
    "long_short = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Alphalens Input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:55:06.605891Z",
     "start_time": "2021-04-19T18:55:06.394261Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 0.0% entries from factor data: 0.0% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 35.0%, not exceeded: OK!\n"
     ]
    }
   ],
   "source": [
    "factor_data = alphalens.utils.get_clean_factor_and_forward_returns(events,\n",
    "                                                                   pricing,\n",
    "                                                                   quantiles=None,\n",
    "                                                                   bins=1,\n",
    "                                                                   periods=(\n",
    "                                                                       1, 2, 3, 4, 5, 6, 10),\n",
    "                                                                   filter_zscore=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run Event Tearsheet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:55:09.176443Z",
     "start_time": "2021-04-19T18:55:06.606958Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Quantiles Statistics\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>count</th>\n",
       "      <th>count %</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>factor_quantile</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>26.549999</td>\n",
       "      <td>29.990385</td>\n",
       "      <td>29.577682</td>\n",
       "      <td>0.523523</td>\n",
       "      <td>161</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                       min        max       mean       std  count  count %\n",
       "factor_quantile                                                           \n",
       "1                26.549999  29.990385  29.577682  0.523523    161    100.0"
      ]
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       "<Figure size 432x288 with 0 Axes>"
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     "data": {
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zzz8YM2YM2rVrBzc3NxQqVAj37t3Db7/9BmdnZ8yePTtLfU4vr2bMmIEHDx7g7bffRsWKFfHs2TMcOHAAsbGxBjeYfpXc3Nywfv167b5ihQoVgqura45+na58+fL46quvMH36dLRv3x4ffvgh3njjDURFReH69evw9/fHvn37jP6+iojIGBZRRJSv/frrr/j1119hYWGBYsWKoXz58mjYsCG++uorvPvuu5nGFylSBAMGDEBgYCACAwMRGxuLsmXLomXLlhg2bBjKlSunPffLL7/EN998g2XLliE2NhYApIsoLy8v/P3339i4cSMePnyIatWqacXPiz788EOEh4djw4YNmDVrFipXrowRI0bAwsIC58+f13tu/fr14eXlhc2bN2PGjBlITk7GqFGj0i2iSpYsiU2bNuGnn37CsWPHsGPHDpQuXRo9e/bEZ599lumFOcxVqFAhrFq1CkuXLsX+/ftx5MgRlCxZEm3btsWYMWP0rtSWFbNmzULjxo3h5+eHX375BUlJSbCzs0OtWrUwfvx4g+eXLl0a77zzDo4fP46qVasa/a1R2hitXr0aBw8exNGjR1GgQAGUL18e9evXR/fu3bPc3/TyqmPHjtixYwd27tyJqKgolChRAjVr1sRPP/2ENm3aZLk9WR06dEBQUBD27duHgwcPIjU1VcvJnNS1a1dUrVoVq1evxpYtWxAdHY1SpUqhWrVqGD16NOzs7HK0fSJ6vehETv4KlIiIiIiI6DXD30QRERERERGZgUUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZmBRRQREREREZEZ8uV9oh49ikVqKq/sTkRERERE+iwsdLCxKZ7hc/JlEZWaKlhEERERERFRlvDrfERERERERGZgEUVERERERGQGFlFERERERERmYBFFRERERERkBhZRREREREREZmARRUREREREZAYWUURERERERGZgEUVERERERGQGFlFERERERERmKKiy8fDwcPj6+uL8+fO4dOkS4uLi4Ovri8aNG2vPefToEbZv345jx47h5s2bSE5ORo0aNfDxxx+jXbt2CntPRERERET5kdJPom7duoUVK1YgLCwMDg4ORp9z7tw5LFq0CKVKlcKnn36KsWPHwtLSEmPGjMGSJUtecY+JiIiIiCi/0wkhhKrGY2JikJSUBBsbG/j7+2PkyJEGn0TduXMHFhYWeOONN7RtQgh8/PHHOHfuHM6cOYMiRYqY1W5kZAxSU5UdNhERERER5VIWFjqULl0i4+e8or4YVaJECdjY2GT4nMqVK+sVUACg0+ng4eGBZ8+e4b///svJLhIREREREenJsxeWePjwIQBkWoQRERERERFlpzxZRD1+/Bhbt25Fo0aNYGtrq7o7RERERESUjyi9Ol9WpKamwsvLC9HR0Zg+fbrq7tArVNyqKIpZGk/ZuIRkxD6Nf8U9IiIiIqL8KM8VUd9++y3++OMPzJs3L90r+tHrqZhlQVh47TW6L3WeJ2JfcX+IiIiIKH/KU1/nW7x4MTZu3IgJEyagQ4cOqrtDRERERET5UJ4pojZs2ABvb298/PHHGDRokOruEBERERFRPpUniqj9+/dj5syZ8PT0xOTJk1V3h4iIiIiI8jHlv4n6+eefAQDBwcEAgN27d+Ps2bOwsrJC3759ceHCBUycOBGlSpVC06ZNsWfPHr345s2bo0yZMq+830RERERElD8pL6J+/PFHvcfbt28HALzxxhvo27cvbty4gaSkJERFRWHq1KkG8b6+viyiiIiIiIjolVFeRF27di3D/V26dEGXLl1eUW+IiIiIiIgylid+E0VERERERJRbsIgiIiIiIiIyA4soIiIiIiIiM7CIIiIiIiIiMgOLKCIiIiIiIjOwiCIiIiIiIjIDiygiIiIiIiIzsIgiIiIiIiIyA4soIiIiIiIiM7CIIiIiIiIiMgOLKCIiIiIiIjOwiCIiIiIiIjIDiygiIiIiIiIzsIgiIiIiIiIyA4soIiIiIiIiM7CIIiIiIiIiMgOLKCIiIiIiIjOwiCIiIiIiIjIDiygiIiIiIiIzsIgiIiIiIiIyA4soIiIiIiIiM7CIIiIiIiIiMgOLKCIiIiIiIjOwiCIiIiIiIjIDiygiIiIiIiIzsIgiIiIiIiIyA4soIiIiIiIiM7CIIiIiIiIiMgOLKCIiIiIiIjOwiCIiIiIiIjIDiygiIiIiIiIzsIgiIiIiIiIyA4soIiIiIiIiM7CIIiIiIiIiMgOLKCIiIiIiIjOwiCIiIiIiIjIDiygiIiIiIiIzsIgiIiIiIiIyA4soIiIiIiIiM7CIIiIiIiIiMgOLKCIiIiIiIjOwiCIiIiIiIjIDiygiIiIiIiIzsIgiIiIiIiIyA4soIiIiIiIiM7CIIiIiIiIiMgOLKCIiIiIiIjMoLaLCw8Mxb9489OvXD3Xr1oWDgwPOnDlj9LlHjx5F586dUbt2bbi7u2Px4sVITk5+xT0mIiIiIqL8TmkRdevWLaxYsQJhYWFwcHBI93knT57EyJEjYW1tjRkzZsDDwwNLlizBrFmzXmFviYiIiIiIgIIqG3d2dsbp06dhY2MDf39/jBw50ujz5s6di1q1amHVqlUoUKAAAKB48eJYvnw5+vXrh6pVq77CXhMRERERUX6m9JOoEiVKwMbGJsPn3LhxAzdu3ECPHj20AgoAevfujdTUVBw+fDinu0lERERERKTJ9ReWuHLlCgDAxcVFb3u5cuVQvnx5bT8REREREdGrkOuLqIiICACAnZ2dwT47OzuEh4e/6i4REREREVE+luuLqGfPngEAChcubLDP0tJS209ERERERPQq5PoiqkiRIgCAxMREg30JCQnafiIiIiIiolch1xdRaV/jS/ta34siIiJQtmzZV90lIiIiIiLKx3J9EeXk5AQAuHTpkt72sLAwPHjwQNtPRERERET0KuT6Iuqtt95C9erVsWXLFqSkpGjbN23aBAsLC7Ru3Vph74iIiIiIKL9RerNdAPj5558BAMHBwQCA3bt34+zZs7CyskLfvn0BABMnTsSnn36KQYMGoX379rh+/To2bNiAHj16oFq1asr6TkRERERE+Y9OCCFUdsDBwcHo9jfeeAPHjh3THvv7+2Px4sUIDg6Gra0tunbtihEjRqBgQfPrwMjIGKSmKj1sygI7u5Kw8NprdF/qPE9ERES/4h4RERER0evGwkKH0qVLZPgc5Z9EXbt2zaTneXh4wMPDI4d7Q0RERERElLFc/5soIiIiIiKi3IRFFBERERERkRlYRBEREREREZmBRRQREREREZEZWEQRERERERGZgUUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZmBRRQREREREZEZWEQRERERERGZgUUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZmBRRQREREREZEZWEQRERERERGZgUUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZmhoOoOEBFll+JWRVHMMv1lLS4hGbFP419hj4iIiOh1xCKKiF4bxSwLwsJrb7r7U+d5IvYV9oeIiIheT/w6HxERERERkRlMLqIuXLgAPz8/vW3+/v7w9PTEO++8gwULFmR754iIiIiIiHIbk4uoxYsX49ixY9rje/fuYfz48YiIiEDJkiWxYsUKbN++PUc6SURERERElFuYXERdvXoV9erV0x7v27cPQgjs3r0b+/fvR/PmzQ0+qSIiIiIiInrdmFxEPX78GGXKlNEe//HHH2jYsCHKlSsHAGjZsiVCQkKyvYNERERERES5iclFlJWVFR4+fAgASExMxPnz59GgQQNtv06nQ0JCQvb3kIiIiIiIKBcx+RLnjo6O2LZtG5o1a4YjR44gISEBb7/9trb/7t27KF26dI50koiIiIiIKLcwuYgaMWIEBg0ahO7du0MIgebNm6N27dra/hMnTsDNzS1HOklERERERJRbmFxE1atXDzt27MAff/yBkiVLon379tq+R48eoXnz5vDw8MiRThIREREREeUWJhdR9+7dQ4UKFdCvXz+DfTY2Nhg7diwePXqUrZ0jIiIiIiLKbUy+sESrVq1w5MiRdPcfP34crVq1ypZOERERERER5VYmF1FCiAz3p6amQqfTSXeIiIiIiIgoNzO5iAKQYZEUHByMkiVLSneIiIiIiIgoN8vwN1E7d+7Ezp07tcdLly6Fn5+fwfOePHmCf//9lxeWICIiIiKi116GRdTTp09x9+5dAM8/hYqKikJ8fLzec3Q6HYoVK4auXbti7NixOddTIiIiIiKiXCDDImrAgAEYMGAAgOc32506dSo8PT1fSceIiIiIiIhyI5MvcX716tWc7AcREREREVGeYNaFJYiIiIiIiPI7kz+JAoB9+/Zh3bp1uH37Nh4/fmywX6fT4cqVK9nVNyIiIiIiolzH5CJq5cqVmD9/PkqVKgU3NzfY2NjkZL+IiIiIiIhyJZOLqI0bN8LNzQ1r1qxBkSJFcrJPREREREREuZbJv4mKiIiAp6cnCygiIiIiIsrXTC6iqlSpgujo6JzsCxERERERUa5nchH1ySefYNu2bYiNjc3J/qQrJCQEY8aMwbvvvos6deqgffv2WL58ORITE5X0h4iIiIiI8ieTfxNVoEABlC5dGu3atUPXrl1RqVIlFChQwOB5nTp1ys7+AQDCwsLQvXt3lCxZEn379oW1tTX+/vtvzJ8/H//++y9++OGHbG+TiIiIiIjIGJOLqMmTJ2v/f+nSpUafo9PpcqSI2r17N54+fYqNGzfirbfeAgD06NEDCQkJ2L9/P77//nsUKlQo29slIiIiIiJ6mclFlK+vb072I0NpXyEsXbq03vYyZcqgYMGCRj8RIyIiIiIiygkmF1GNGjXKyX5kqGHDhli2bBmmTZuG0aNHw9raGn/99Rd27tyJIUOGwMLC5J92ERERERERSTG5iHpRYmIiHj16BBsbGxQuXDi7+2Tg7bffxujRo/HLL7/g2LFj2vbPP/8cI0eOzPH2iYiIiIiI0phVRF2+fBlz5szBP//8g5SUFKxevRpNmzZFZGQkxo0bh2HDhqFZs2Y50tFKlSqhUaNGeP/991GqVCmcOHEC3t7esLW1Ra9evXKkTSKiV6G4VVEUs0x/OY5LSEbs0/gsxWcWS0REROYzuYgKCgpCnz59YGNjg44dO2LHjh3avtKlSyMhIQE7d+7MkSJq3759+PLLL3Hw4EGUK1cOANC6dWsIITB37ly0b98e1tbW2d4uEdGrUMyyICy89qa7P3WeJzK6uURG8ZnFEhERkflM/jHRjz/+iLJly+LXX3/F+PHjIYTQ29+kSRNcuHAh2zsIABs3boSzs7NWQKVp2bIl4uLicPXq1Rxpl4iIiIiI6GUmF1Fnz55F9+7dUbx4ceh0OoP9FStWRHh4eLZ2Ls3Dhw+RkpJisD0pKQkAjO4jIiIiIiLKCSYXUQkJCShZsmS6+2NiYrKlQ8ZUq1YNly5dQmhoqN72ffv2oUCBAnBwcMixtomIiIiIiF5k8m+i3nzzTVy+fDnd/adPn0bNmjWzpVMvGzRoEH777Tf06tULffr0gbW1NU6cOIHffvsNPXv2NLh/FBERERERUU4x+ZOoDh06YPfu3QgICNC2pX2tb/Xq1fj999/RsWPH7O8hnt8navPmzahVqxY2btyIWbNmITQ0FOPHj8cXX3yRI20SEREREREZY/InUQMHDsSpU6cwaNAgVK9eHTqdDrNmzUJUVBQePnyIZs2aoXfv3jnWUVdXV6xYsSLHXp+IiIiIiMgUJn8SVbhwYfj4+GDSpEmwtLSEpaUlQkJCYGNjgwkTJuCXX36BhYXJL0dERERERJQnmXWz3YIFC+Ljjz/Gxx9/nEPdISIiIiIiyt1M/ujo6NGjvJQ4ERERERHleyZ/EjVy5EjY2tqiQ4cO6NSpE2rVqpWT/SIiIiIiIsqVTP4k6quvvsKbb74JX19fdO3aFZ6enli9ejUiIiJysn9ERERERES5islFVM+ePbF582YcOXIEn376KZ49e4a5c+fC3d0dQ4cOxf79+5GYmJiTfSUiIiIiIlLOrAtLAEDlypXx+eef4/PPP8fff/+NXbt24dChQ/j9999RsmRJ/PnnnznRTyIiIiIiolzB7CLqRQ0aNICzszNcXFwwb948REdHZ1e/iIiIiIiIcqUsF1EBAQHYtWsXjhw5gmfPnsHa2hp9+vTJzr4RERERERHlOmYVUcHBwdi5cyf27t2L8PBwFChQAC1atEDnzp3RokULFCpUKKf6SURERERElCuYXER16dIFQUFBEELA2dkZQ4YMwQcffAAbG5uc7B8REREREVGuYnIRFRERgYEDB6Jz586oWbNmTvaJiIiIiIgo1zK5iDp58iQsLEy+IjoREREREdFryeQiKq2AiouLw7lz5/Dw4UM0a9YMZcqUybHOERERERER5TZmfbS0ceNGvPvuuxg4cCAmTZqEf//9FwAQGRmJ2rVrw8/PL0c6SURERERElFuYXEQdOnQI33zzDRo3boyZM2dCCKHtK126NN555x34+/vnSCeJiIiIiIhyC5OLqFWrVqFx48ZYsmQJWrVqZbDfxcVF+2SKiIiIiIjodWVyEXX9+nW8//776e63s7NDZGRktnSKiIiIiIgotzK5iLKwsEBqamq6+8PDw1G0aNFs6RQREREREVFuZXIR5ejoiD/++MPovtTUVBw8eBC1a9fOto4RERERERHlRiYXUX379sVvv/2GRYsW4cmTJwAAIQRu3ryJ0aNH48aNG+jXr1+OdZSIiIiIiCg3MPk+Ue3bt8e1a9ewbNkyLF++HAAwePBgCCEghMCoUaPQokWLHOsoERERERFRbmByEQUAY8eORevWrbF3717cvHkTQghUqVIFHTt25Ff5iIiIiIgoXzCriAIAZ2dnODs750RfiIiIiIiIcj2TfxNFRERERERELKKIiIiIiIjMwiKKiIiIiIjIDCyiiIiIiIiIzMAiioiIiIiIyAzpFlGtWrXC0aNHtceLFy/G9evXX0mniIiIiIiIcqt0i6j79+8jNjZWe7x48WJcu3btlXSKiIiIiIgot0q3iCpXrpzBJ086nS7HO0RERERERJSbpXuz3VatWmHlypX4/fffYW1tDQBYunQp/Pz80n0xnU6HtWvXZn8viYiIiIiIcol0iygvLy9YWVkhICAA9+7dg06nQ1RUFOLj419l/4iIiIiIiHKVdIuoIkWK4PPPP8fnn38OAHB0dMTUqVPh6en5yjpHRERERESU25h8ifNZs2ahbt26OdkXIiIiIiKiXC/dT6Je1rlzZ+3/P3r0CHfv3gUAVKpUCTY2NtnfMyIiIiIiolzI5CIKAK5evYqZM2fi7NmzetsbNGiAadOmwdHRMVs7R0RERERElNuYXERdv34dvXr1QmJiIlq1aoWaNWsCAG7cuIHjx4+jT58+2Lx5M956660c6ywREREREZFqJhdRP/30EwoVKoRNmzYZfOJ0/fp19O3bFz/99BO8vb2zvZNERERERES5hckXlvjrr7/Qu3dvo1/Zs7e3R69evfDnn39ma+eIiIiIiIhyG5OLqPj4eNjZ2aW7v2zZsryHFBERERERvfZMLqIqV66M48ePp7v/+PHjqFy5crZ0ioiIiIiIKLcyuYjq2LEj/vjjD4wfPx7//vsvUlJSkJKSguvXr2P8+PE4deqU3mXQiYiIiIiIXkcmX1hi0KBBuHLlCvbt24f9+/fDwuJ5/ZWamgohBNq1a4eBAwfmWEeJiIiIiIhyA5OLqAIFCmDRokU4deoU/P39tZvtVq5cGR4eHmjWrFmOdZKIiIiIiCi3MOtmuwDQvHlzNG/ePCf6QkRERERElOuZ/Juo3ODChQsYOnQoGjZsiLp16+LDDz/Ejh07VHeLiIiIiIjyEbM/iVLl5MmTGDlyJBo1aoTRo0ejYMGCCAkJwf3791V3jYiIiIiI8pE8UURFR0djypQp6NmzJ6ZPn666O0RERERElI/lia/z7d27F0+fPsXo0aMBADExMRBCKO4VERERERHlR3miiAoMDET16tVx8uRJtGjRAvXr10ejRo0wb948pKSkqO4eERERERHlIyZ9ne/Zs2c4ePAgqlWrBjc3t5zuk4Hbt2/jwYMHmDx5MgYPHoxatWrh+PHjWLFiBRISEjBt2rRX3iciUxW3KopilsanWlxCMmKfxr/iHhH9fxnlJ8AcpeeYJ0RE+kwqogoXLozp06dj2rRpSoqouLg4PHnyBOPHj8fQoUMBAK1bt0ZcXBw2bdqETz/9FLa2tq+8X0SmKGZZEBZee43uS53nidhX3B+iF2WUnwBzlJ5jnhAR6TPp63wWFhaoUKECYmJicro/RhUpUgQA0KFDB73tnp6eSEpKwsWLF1V0i4iIiIiI8iGTfxPVqVMn7NmzB4mJiTnZH6Ps7OwAAGXKlNHbnvb4yZMnr7xPRERERESUP5l8ifN69erhyJEj6NixI3r37o0qVaqgaNGiBs9r2LBhtnYQAJydnREQEICwsDBUrlxZ2/7gwQMA4Ff5iIiIiIjolTG5iPrkk0+0///dd99Bp9Pp7RdCQKfTISgoKPt693/atm2LFStWYNu2bRg7dqzW3tatW1GsWDHUqVMn29skIiIiIiIyxuQiatasWTnZjwy5uLigU6dO+OWXXxAZGYlatWrh5MmT+OOPPzBhwgSUKFFCWd+IiIiIiCh/MbmI6ty5c072I1PffvstKlSogF27dmHXrl2oVKkSvv76a/Ts2VNpv4iIiIiIKH8xuYhSrXDhwhgzZgzGjBmjuitERERERJSPmXx1PgC4f/8+pkyZgnfffRcuLi4IDAwEAERFRWHKlCm4cOFCjnSSiIiIiIgotzC5iLpz5w66du2Kw4cP46233kJKSoq2z9bWFpcuXcK2bdtypJNERERERES5hclf51u0aBEsLCzw66+/wtLSEs2aNdPb36JFCxw/fjzbO0hERERERJSbmPxJVEBAAHr16oUKFSoYXN4cACpWrKjdt4mIiIiIiOh1ZXIRFRMTg7Jly6a7PykpSe8rfkRERERERK8jk4uoChUq4N9//013//nz5/Hmm29mS6eIiIiIiIhyK5OLqPfffx/bt2/H9evXtW1pX+s7dOgQDh48iHbt2mV/D4mIiIiIiHIRky8s8emnn+LEiRP46KOP0KBBA+h0OqxYsQILFy7EhQsX4OTkhIEDB+ZkX4mIiIiIiJQz+ZOoEiVKYMuWLejWrRsuXboEIQROnTqFW7duoXfv3vD19YWlpWVO9pWIiIiIiEg5kz+JAp4XUtOnT8f06dMRFRUFIQRsbW2NXq2PiIiIiIjodWRWEfUiW1vb7OwHERERERFRnmB2EbV//374+/vjzp07AIDKlSvDw8MD7du3z/bOERERERER5TYmF1FxcXEYOXIkTp8+DSEErKysAAAXL17EgQMHsGXLFixduhTFihXLsc4SERERERGpZvKFJRYuXIjAwED07dsXv//+O/7880/8+eef+P3339G3b1+cOXMGCxcuzMm+EhERERERKWdyEXXgwAG0bdsW06ZNg52dnbbdzs4O06ZNQ+vWrXHgwIEc6SQREREREVFuYXIRFRMTg8aNG6e7v0mTJoiJicmWThEREREREeVWJhdRDg4OuH37drr7b9++DXt7+2zpFBERERERUW5lchE1ZswY+Pn54dixYwb7/P39sXXrVowdOzZbO0dERERERJTbpHt1vilTphhsq1SpEkaOHIlq1aqhRo0aAIDg4GDcunUL9vb22Lt3L5o2bZpzvSUiIiIiIlIs3SJq586d6QbdvHkTN2/e1Nt27do1XL9+Hd9//3329Y6IiIiIiCiXSbeIunr16qvsBxERERERUZ5g8s12iYiIiIgo7ytuVRTFLNMvA+ISkhH7ND7bYzOLzyw2N2ERRURERESUjxSzLAgLr73p7k+d54nYHIjNLD6z2NzErCLqn3/+wYYNG3D79m08fvwYQgi9/TqdDv7+/tnaQSIiIiIiotzE5CLKz88PX375JQoVKoRq1aqhQoUKOdkvIiIiIiKiXMnkImrZsmVwcnLCypUrYWtrm5N9IiIiIiIiyrVMvtluZGQkunbtygKKiIiIiIjyNZOLqBo1auDp06c52RciIiIiIqJcz+Qiavjw4di4cSPCwsJysj9ERERERES5msm/iWrdujXi4+PxwQcfoFWrVnjjjTdgYaFfg+l0OowcOTLbO0lERERERJRbmFxE3bp1Cz/99BNiYmKwe/duo89hEUVERERERK87k4uor7/+GlFRUZg2bRoaNGgAKyurnOwXERERERFRrmRyEXXu3DkMGjQI/fr1y8n+EBERERER5WomX1iiRIkSvLw5ERERERHleyYXUe3atcPhw4dzsi9ERERERES5nslFVM+ePREbG4sRI0YgMDAQd+7cwb179wz+IyIiIiIiep2Z/JuoDz74ADqdDpcuXcLx48fTfV5QUFC2dIyIiIiIiCg3MrmIGjlyJHQ6XU72hYiIiIiIKNczuYj67LPPcrIfREREREREeYLJv4kiIiIiIiIiMz6J+uuvv0x6XsOGDbPcGSIiIiIiotzO5CKqX79+Jv0miheWICIiIiKi15nJRdSsWbMMtiUnJ+POnTvYsWMHKlWqhB49emRr54iIiIiIiHIbk4uozp07p7tv0KBBGe4nIiIiIiJ6XWTLhSWsra3RvXt3rFy5MjtejoiIiIiIKNfKtqvzWVlZ4c6dO9n1ckRERERERLlSthRRCQkJ2LNnD8qUKZMdL5epFStWwMHBAR07dnwl7REREREREaUx+TdRU6ZMMbr9yZMnOHfuHKKiojBx4sRs61h6IiIisHTpUhQrVizH2yIiIiIiInqZyUXUzp07jW63trZGtWrVMGXKFHh6emZbx9Izf/58uLi4QAiBp0+f5nh7RERERERELzK5iLp69WpO9sMkFy5cwJ49e7B9+3Z8//33qrtDRERERET5ULZdWCKnCSHw7bffolOnTnByclLdHSIiIiIiyqdM/iRKtV27duHGjRtYsmSJ6q7kecWtiqKYpfF/+riEZMQ+jX/FPcp5GR0z8Hoet+wxy+SJTNv58d8qr+K/FRFR1nENNV9uGrMMi6jhw4eb9WI6nQ5Lly6V6pAxMTExmD9/PoYOHYqyZctm++vnN8UsC8LCa6/RfanzPBH7ivvzKmR0zMDredyyxyyTJzJt58d/q7yK/1ZERFnHNdR8uWnMMiyiTpw4YdaL6XQ6mb6ka+nSpShUqBA++eSTHHl9IiIiIiIiU2VYRJlyMYk///wTP/zwAy5evAg7O7ts61ia8PBwrF27FqNHj8bDhw+17QkJCUhKSsLdu3dRsmRJWFtbZ3vbREREREREL8vyb6KuX7+OefPm4ffff0fx4sUxevToHPmkKDIyEklJSZg3bx7mzZtnsL9Vq1YYMmQIvLy8sr1tIiIiIiKil5ldRN2/fx8//vgj9u7dCwsLC/Tr1w+ffvopbGxscqJ/qFSpktGLSSxatAhxcXGYOnUqqlatmiNtExERERERvczkIurJkydYtmwZNm7ciMTERHzwwQcYM2YMKlWqlJP9Q8mSJeHh4WGwfe3atShQoIDRfURERERERDkl0yIqMTERa9aswcqVK/H06VM0b94cXl5evFcTERERERHlSxkWUVu3bsXixYsRHh6OWrVqwcvLC02bNn1VfcvQunXrVHeBiIiIiIjyoQyLqBkzZkCn08HFxQXt2rXD1atXM7xin06nw8cff5zdfSQiIiIiIso1Mv06nxACFy9exMWLFzN9MRZRRERERET0usuwiPL19X1V/SAiIiIiIsoTMiyiGjVq9Kr6QURERERElCdYqO4AERERERFRXsIiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMwCKKiIiIiIjIDCyiiIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMwCKKiIiIiIjIDCyiiIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMwCKKiIiIiIjIDAVVd0Cl4lZFUcwy/SGIS0hG7NP4165tIqK8Lq+uoXm13zLy6nttfvy3kpXRmGU2XhxvymvydRFVzLIgLLz2prs/dZ4nYl/DtomI8rq8uobm1X7LyKvvtfnx30pWRmOW2XhxvCmv4df5iIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMwCKKiIiIiIjIDCyiiIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMwCKKiIiIiIjIDCyiiIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMLKKIiIiIiIjMwCKKiIiIiIjIDCyiiIiIiIiIzMAiioiIiIiIyAwsooiIiIiIiMzAIoqIiIiIiMgMBVV3wBQXLlzAzp07cebMGdy7dw+lSpVC3bp1MWbMGFSpUkV194iIiIiIKB/JE0XUypUr8c8//6Bt27ZwcHBAREQENmzYgE6dOmHbtm2oUaOG6i4SEREREVE+kSeKqI8//hjz5s1D4cKFtW3t27eHp6cnVqxYgdmzZyvsHRERERER5Sd5ooiqV6+ewbaqVavirbfeQnBwsIIeERERERFRfpVnLywhhMDDhw9hY2OjuitERERERJSP5Nkias+ePQgLC0O7du1Ud4WIiIiIiPKRPPF1vpcFBwfjm2++Qf369dGxY0dl/ShuVRTFLI0PYVxCMmKfxr/ydnO6bRnsN+V2MnOaeUI5TTbHVL1nEVHO4JxWK88VURERERg2bBisra3x448/wsJC3YdpxSwLwsJrr9F9qfM8Eaug3ZxuWwb7TbmdzJxmnlBOk80xVe9ZRJQzOKfVylNFVHR0NIYMGYLo6Ghs2rQJdnZ2qrtERERERET5TJ4pohISEjB8+HCEhIRgzZo1qF69uuouERERERFRPpQniqiUlBSMGTMG586dw88//4w6deqo7hIREREREeVTeaKImj17No4dO4b33nsPjx8/xu7du7V9xYsXh4eHh8LeERERERFRfpIniqirV68CAI4fP47jx4/r7XvjjTdYRBERERER0SuTJ4qodevWqe4CERERERERgDx8s10iIiIiIiIVWEQRERERERGZgUUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZmBRRQREREREZEZWEQRERERERGZgUUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZmBRRQREREREZEZWEQRERERERGZgUUUERERERGRGVhEERERERERmYFFFBERERERkRlYRBEREREREZmBRRQREREREZEZWEQRERERERGZgUUUERERERGRGVhEERERERERmaGg6g5Q3lLcqiiKWaafNnEJyYh9Gv8Ke/R643jT6yyj/M7J3Oa8yltU5YlKMscsk995dW7k1X7Tq5XdecIiisxSzLIgLLz2prs/dZ4nYl9hf153HG96nWWU3zmZ25xXeYuqPFFJ5phl8juvzo282m96tbI7T/h1PiIiIiIiIjOwiCIiIiIiIjIDiygiIiIiIiIzsIgiIiIiIiIyA4soIiIiIiIiM7CIIiIiIiIiMgOLKCIiIiIiIjOwiCIiIiIiIjIDiygiIiIiIiIzsIgiIiIiIiIyA4soIiIiIiIiM7CIIiIiIiIiMgOLKCIiIiIiIjOwiCIiIiIiIjIDiygiIiIiIiIzsIgiIiIiIiIyA4soIiIiIiIiM7CIIiIiIiIiMgOLKCIiIiIiIjOwiCIiIiIiIjIDiygiIiIiIiIzsIgiIiIiIiIyA4soIiIiIiIiM+SZIioxMRE//PAD3n77bbi6uuKjjz5CYGCg6m4REREREVE+k2eKqMmTJ2Pt2rX48MMPMW3aNFhYWGDIkCH43//+p7prRERERESUj+SJIurChQvYt28fvLy8MHHiRPTo0QNr165FhQoVMG/ePNXdIyIiIiKifCRPFFEHDx5EoUKF0L17d22bpaUlunXrhrNnzyI8PFxh74iIiIiIKD8pqLoDpggKCkK1atVQvHhxve2urq4QQiAoKAhly5Y1+fUsLHTa/69iU9Tk5xqTUbxMbGbx7Hf2xmYWz35nb2xm8Tzm7G2b/c7eWFkc7+xtOzf3W0ZePea82m9V8ut45/Z+m5IvOiGEyPRZinXo0AHlypXDqlWr9LbfuHEDH3zwAWbOnKn3KRUREREREVFOyRNf53v27BkKFSpksN3S0hIAkJCQ8Kq7RERERERE+VSeKKKKFCmCpKQkg+1pxVNaMUVERERERJTT8kQRZWdnZ/TiEREREQBg1u+hiIiIiIiIZOSJIsrR0RG3bt1CbGys3vbz589r+4mIiIiIiF6FPFFEtW3bFklJSdi6dau2LTExETt27EC9evVQrlw5hb0jIiIiIqL8JE9c4tzNzQ1t27bFvHnzEBERgTfffBM7d+7EvXv3MGvWLNXdIyIiIiKifCRPXOIceH4RiUWLFmHv3r148uQJHBwcMG7cODRr1kx114iIiIiIKB/JM0UUERERERFRbpAnfhNFRERERESUW7CIIiIiIiIiMkO+LqKEEIiPjwe/0UhEZD6VayjXb6LXC+c05TV54up82SUlJQW7d+/GgQMHEBQUhMjISG1f6dKl4ejoiHbt2qFjx44oWDD9oblw4QKuXLmC8PBwPHv2DEWKFEHZsmXh5OQENze3dOPOnDmjtf1ybFrbTZo0yfZYAIiJicFvv/1mNN7JyQnvvvsuSpQoYTQ2NDQUhw4dSje2devWqFKlSq6KVXnMMu3m5fGWjc/qvJKNlYmXmZcq8zursSrXUNm2Zcf74cOH6f4729nZpRsHqMsTlXNaRX5mR7zKtR/Iep6p7HdW81t2TmfHeKt431F5Pic7ZjLrYEpKCm7fvo3w8HAkJCTA0tISZcuWRZUqVVCgQIEMY1XN6czkmwtLPHr0CIMGDcKVK1dQtWpVuLq6ws7ODpaWlkhISEBERAQuXLiAkJAQ1KpVC6tWrYKNjY3eaxw+fBhz5szBvXv3jP6lRKfToUKFCpg0aRLatGmjbX/27BnGjh2LEydOoGjRonBycjJoOygoCPHx8WjRogUWLVqEIkWKSMemWbNmDRYvXoyYmBhYWFigVKlSWvzjx4+RmpqK4sWLY+TIkRg4cKAWl5KSglmzZmHTpk1ISUlB+fLlDdp+8OABChQogJ49e2LatGmwsLBQGqvymGXazcvjLRuf1XklGysTLzMvVea3TKzKNVSmbdnxPn/+PObNm4ezZ89CCGHQb51Oh/r168PLywt16tTR26cqT1TPaRX5KRuv8phl8kxlv2XyW3Y9kR1vFe87Ks/nZGNl1sE7d+5gyZIl8Pf3R2xsLIDnnzrqdDoAQLFixeDh4YFRo0ahcuXKBuOpak6bROQTkyZNEo0aNRIBAQEZPi8gIEA0atRITJo0SW/7vn37hIODg+jTp4/49ddfRWhoqIiPjxepqakiPj5ehIaGij179ojevXsLR0dHsW/fPi125syZonbt2sLPz08kJiYabTcxMVH4+fkJV1dX8d1332VLrBBCrF+/Xjg4OAgvLy/xv//9z+A1EhMTxdmzZ4WXl5dwdHQU69ev1/Z5e3sLJycnsXDhQhEWFma07bCwMLFw4ULh5OQkvL29lceqPGaZdlWOmex4y8TLzCuZWNl4mXmpMr9lYlWuoTJty4x3QECAcHZ2Fu+//7745ZdfREBAgLhx44YIDQ0VN27cEAEBAWLp0qWidevWwsXFRQQGBuq9rqo8UTmnVeWnbLzKtV8mz1T2Wya/Zea0bL9Vve+oPJ+TiZXJz6CgINGgQQPRsGFDMWPGDLF161Zx4sQJERgYKE6cOCG2bt0qpk+fLho2bCgaNGgggoKCsu2YZddBU+SbIqpRo0bil19+Mem5y5YtE40aNdLb5unpKYYNG2ZS/NChQ4Wnp6f2uHnz5mLRokUmxS5YsEA0b948W2KFEKJ169YGJzPpmThxomjdurX22N3dXcycOdOk2G+//Va4u7srjxVC3THLtCvbtsrxlomXmVcysbLxMvNSZX7LxKpcQ2Xalhnvjz76SPTs2VMkJCRkGJeQkCB69OghunfvrrddVZ6onNOq8lM2XuXaL5NnKvstk98yc1q236red1Sez8nEyuRn//79RYcOHURkZGSGsZGRkaJDhw5iwIABettVzWlT5ZsLSyQmJqJ48eImPbd48eJITEzU2xYSEoJWrVqZFO/h4YGQkBDtcUxMDMqXL29SbIUKFRATE5MtsQBw//591K9f36T4Bg0a4P79+9rjyMhI2NvbmxTr4OCAqKgo5bGAumOWaVe2bZXjLRMvM69kYmXjZealyvyWiVW5hsq0LTPeV69eRZcuXVC4cOEM4woXLowuXbrg2rVrettV5YnKOa0qP2XjVa79Mnmmst8y+S0zp2X7rep9R+X5nEysTH5euHABvXr1gq2tbYaxtra26NWrF86fP6+3XdWcNlW+KaLq1asHX19fREREZPi88PBwrFu3zuAfzc7ODpcvXzaprUuXLun9wM7JyQnbtm3Ds2fPMoyLj4/H1q1bUatWrWyJBYBKlSohMDDQpH6fOnUKlSpV0h7XrFkTBw8ezPRKOUII7N+/HzVq1FAeC6g7Zpl2ZdtWOd4y8TLzSiZWNl5mXqrMb5lYlWuoTNsy421lZYXQ0FCT+hwaGgorKyu9baryROWcVpWfsvEq136ZPFPZb5n8lpnTsv1W9b6j8nxOJlYmP4sUKYInT56YFPvo0SOD34CpmtMmM/uzqzzqxo0bonHjxqJu3bpi/PjxwsfHR+zbt08cOXJE7Nu3T/j4+Ijx48eLunXriiZNmogbN27oxS9fvlw4ODiIWbNmiZCQEKNthISEiO+//144OTnpfUx99uxZ4erqKlq0aCEWLlwojhw5Is6dOyeuXLkizp07J44cOSIWLFgg3N3dhaurqzh79my2xAohhJ+fn3BwcBCjRo0SAQEB4smTJ3r7nzx5Ik6dOiVGjhwpHB0dhZ+fn7bP399fODo6iq5duwo/Pz9x5coVERERIZ48eSIiIiLElStXhJ+fn+jatatwcnIS/v7+ymNVHrNMu3l5vGXiZeaVTKxsvMy8VJnfMrEq11CZtmXGe+7cucLFxUX4+vqKuLg4o32Oi4sTa9euFS4uLmLu3Ll6+1Tlico5rSo/ZeNVrv0yeaay3zL5LTOnZfut6n1H5fmcTKxMfk6fPl3Ur19fHD161GhcGn9/f1G/fn0xffr0bDtm2XXQFPnm6nwAEBYWhqVLl+LIkSN6l9JMY2tri9atW2P48OEGH7kKIbBgwQL4+PggJSUFJUqUQJkyZVC4cGEkJibi4cOHiImJQYECBTBgwABMmDBBLz4oKAgLFixAYGAgkpOTtauSpL12wYIF0bRpU4wdO9bgrw8ysQCwefNmLFq0SPtrQOHChVGoUCEkJiYiKSkJQghYW1tj9OjR6N27t17syZMnMXfuXAQHB+u1+2L71atXx8SJE+Hu7p4rYlUes0y7KsdMdryzGi8zr2TnpMo5rTK/ZWJVrqEybWd1vBMTEzF58mTs378fhQoVQvXq1WFnZ6f1OSIiAjdv3kRSUhLatm2LuXPnGnzlRVWeqJrTgLr8lI1XdcyyeabyPUsmv2XmtEy/Vb7vqDyfy2qsTH5GR0djyJAhOH/+PMqWLQtnZ2eD2MuXLyM8PBxubm5YsWIFSpYsmW3HLLsOZiZfFVEvCgsLQ0REhHa9eDs7O5QrV86kOH9/f1y9etUg3tHRER4eHhm+TkxMDK5fv24Qa29vn+n9DGRiExIScPr0aQQFBRnEOzk5oUmTJrC0tEw3Pjg4GFeuXDEaW7NmzQzbVhWr6phl21U5ZjKxMvEy80p2Tqqc06ryOztyVNUaKtN2Vsf7woULOHjwYLp9btu2LVxdXTNsW1WeqJrTKvMzr679snmm8j1LJr+BrM1p2X6rfN9RdT4nE5vV/BRC4MCBAzh8+LB2r6YX7xPl6OiINm3aoG3btuleYlzlOWxG8m0RRURERERElBXp31L+NSZzh+oXCSG0eGMfExojc7dnmdg0CQkJBn8FyOwvTIDcnaZVxao8Zpl2ZdtWOd7Z8e+VlXmVHbFZjVd1B/c0MnmW1ViVa6hM29kx3lmlKk9Uz2kV+Skbr/KYZajst0x+y64n2THer/p9R+X5nGysSqrmdHryVRElc4dq4Pk/wu7du3HgwAEEBQXpfYe3dOnScHR0RLt27dCxY0cULKg/tDJ3e5aJBZ5/J3XNmjU4cOAAQkJC9OJ1Oh2qVKmCdu3aYcCAAbC2ttaLlbnTtKpYlccs025eHm+ZeJl5JRMrG6/yDu4yeSYTq3INlWlbdrzPnDmj9dnYSU+7du3QpEkTgzhAXZ6onNOq8lM2XuXaD2Q9z1T2Wya/Zea0bL9Vve+oPJ+THTOZdTA0NBSHDh1KN7ZNmzaoUqWK0VhVc9oU+ebrfPv378e4cePQoEED9OrVC66urrCzs4OlpSUSEhIQERGBc+fOYfPmzfjnn38wf/58tG/fXot/9OgRBg0ahCtXrqBq1apG4y9cuICQkBDUqlULq1atgo2NDQAgMDAQQ4YMQcWKFdGtWzfUrl0bZcuW1X5YFx4ejvPnz2Pnzp24d+8eVqxYoSWiTCwA3L17F/3790dYWBiaNGmSbr9Pnz6NcuXKwdfXV7tE5NWrV9GvXz/odDrtu64vx54/fx6HDh2CEALr1q2Do6Oj0liVxyzTbl4eb5l4mXklE6tyTqvMb5lYlWuoTNsy4/3s2TOMHTsWJ06cQNGiReHk5GQQGxQUhPj4eLRo0QKLFi3Su0SvqjxROadV5WdeXvtl8kxlv2XyW2ZOy/Zb1fuOyvM5mViZ/ExJScGsWbOwadMmpKSkoHz58gaxDx48QIECBdCzZ09MmzZN73dRqua0yUQ+IXOXaSGEmDRpkmjUqJEICAjIMDYgIEA0atRI7w7LMnd7lokVQogRI0YId3d3ERwcnGF8cHCwcHd3FyNGjNC2ydxpWlWsEOqOWaZd2bZVjrdMvMy8komVjVd5B3eZPJOJVbmGyrQtM94zZ84UtWvXFn5+fiIxMdFoXGJiovDz8xOurq7iu+++09unKk9UzmlV+Skbr3Ltl8kzlf2WyW+ZOS3bb1XvOyrP52RiZfLT29tbODk5iYULF4qwsDCjsWFhYWLhwoXCyclJeHt7Z9sxy66Dpsg3RVRaApjCz89P1K5dW29bo0aNDO4zk55ly5aJRo0aaY9dXV1NbnvLli3C1dU1W2KFEKJevXpizZo1JsX7+PiIevXqaY/r1KkjNmzYYFLshg0bRJ06dZTHCqHumGXalW1b5XjLxMvMK5lY2XiZeakyv2ViVa6hMm3LjHfz5s3FokWLTIpdsGCBaN68ud42VXmick6ryk/ZeJVrv0yeqey3TH7LzGnZfqt631F5PicTK5Of7u7uYubMmSbFfvvtt8Ld3V1vm6o5bSrj1xJ8DcncZRp4fp384sWLmxRfvHhxJCYmao9l7vYsEwsAFhYWSE1NNSk+NTVV72NUmTtNq4oF1B2zTLuybascb5l4mXklEysbr/IO7jJ5JhOrcg2VaVtmvGNiYgzuT5OeChUqICYmRm+bqjxROadV5adsvMq1XybPVPZbJr9l5rRsv1W976g8n5OJlcnPyMhI2NvbmxTr4OCAqKgovW2q5rSp8k0R1bNnT2zevBmzZ8/G7du3jT7n9u3bmDVrFrZu3YoePXro7atXrx58fX0RERGRYTvh4eFYt24d6tevr2378MMPsWbNGqxbtw7x8fFG4+Lj4+Hr64u1a9fiww8/zJZYAGjWrBlWr16Nq1evZtjvq1evYvXq1WjevLm2zcPDA6tWrcKxY8cyjD169Ch8fHzg4eGhPBZQd8wy7cq2rXK8ZeJl5pVMrGy8zLxUmd8ysSrXUJm2ZcbbyckJ27Ztw7NnzzKMjY+Px9atWw1ujqkqT1TOaVX5KRuvcu2XyTOV/ZbJb5k5LdtvVe87Ks/nZGJl8rNmzZo4ePCg0QuHvEgIgf3796NGjRp621XNaVPlmwtLCMm7TAcHB6NPnz5ITExEy5Yt4eLiYvCDwEuXLuHYsWOwtLTE+vXrtWSQuduz7J3Mw8LC0L9/f9y5cwdubm5wcXExiL906RLOnz+PSpUqYd26ddoN4mTuNK0qVuUxy7Sbl8dbJl5mXsnEqpzTKvNbJlblGirTtsx4//PPP/jkk09gY2ODTp06GR2vixcvYs+ePYiKioKPjw/q1aunta0qT1TOaVX5mZfXfpk8U9lvmfyWmdOy/Vb1vqPyfE4mViY/jx49ilGjRsHZ2Rk9evRIt90tW7bgypUr8Pb2RqtWrZTPaVPlmyIqjewdqpcuXYojR47oXdIyja2tLVq3bo3hw4cb/ehT5m7kMrFxcXHYsGEDDh8+jGvXrul9vFy4cGHY29ujTZs26N27t8HH1ELiTtOqYlUes0y7eXm8ZeJl5pXsnFQ1p1Xmt2yOqlxDs9q2zHgHBQVhwYIFCAwMRHJyst59YIQQKFiwIJo2bYqxY8cafBKVRkWeqJzTKvMzr679Mnmmst+A3PlJVud0dqxjqt53VJ3PycTK5OfJkycxd+5cBAcHG72PlhAC1atXx8SJE+Hu7p6txyy7DmYm3xVR2SUsLMwg+dM7cchNhBB4/PixlkSlSpXK0k1J8xJVx5wfx1qWzLySnZP5cU6rzNG8Nt4xMTG4fv26QZ/t7e1RokQJ1d3LtVTmZ15c+1XmWV59z5Ltt8r3HRkq5pZMfgYHB+PKlSsGsU5OTqhZs2aOH3NOYBFFRERERERkhoKZP+X18+zZM1y8eBEA0LBhQ5P3ZYeUlBSEhYUBACpWrGjyPtlYIsoZ+XFeqlxDVbYtIz/mCeUfMvmdV+e0DK4HrwmzL4r+GggODhYODg7C0dHRrH1p7t27J/r16yf69+9v1r4XX9/JycmsfbKxQggRGhoqWrZsKVq1amXWPpX9zqvHLNOubNsqx1smXmZeycTKxufV/M6OuaFyDc1K2zLjHR4eLiZPniymTJli1r7saDuvzmlV+Skbr3Ltl8mzvP6elZU5LdtvVe87eXXtl8nPqKgo4e3tLRYvXmzWvuzot+x4pydffhJlY2ODkSNHGv0eZUb70sTHx+PPP/80+pyM9gFAyZIl0alTJ6P7M9onG5tGPL/Bstn7ihYtmu5fgTLapzI2jYpjlmlXtm2V4y0TLzOvZGJl42Xmpcr8lolVuYbKtC0z3tHR0di5cyd0Oh2+//57k/elUZUnKuc0oCY/ZeNVHrNMnqnst0x+y64nMv1W9b6j8nxOJlYmPx89eoTFixdDp9Nh5MiRJu/Ljn5nx3utMfxNFBERUSaSk5O1r9i88cYbJu8jMgfzjHIzmfx89uwZLly4AABo1KiRyftyMxZRREREREREZsiXX+e7cOECrly5gvDwcO0yi2XLloWTkxPc3NxMfh0hhBZv6iUWHz58qF2r/sW2HR0dYWdnl2OxaRISEgyuk29paZlpXEpKCm7fvm0QW6VKFRQoUCBXxqo8Zpl2ZdtWOd7Z8e+VlXmVHbFZjZeZlyrzWyZW5Roq03Z2jHdWqcoT1XNaRX7Kxqs8Zhkq+y2T37LrSXaM96t+31F5Picbq5KqOZ2efFVEHT58GHPmzMG9e/eMfm9Sp9OhQoUKmDRpEtq0aWOwPyUlBbt378aBAwcQFBSkd5O10qVLw9HREe3atUPHjh1RsKD+0J4/fx7z5s3D2bNnjX5vU6fToX79+vDy8kKdOnWyLRZ4/j3VNWvW4MCBAwgJCdGL1+l0qFKlCtq1a4cBAwbA2tpaL/bOnTtYsmQJ/P39ERsbC+D5gpG2UBQrVgweHh4YNWoUKleunCtiVR6zTLt5ebxl4mXmlUysbLzMvFSZ3zKxKtdQmbZlx/vMmTNan42d9LRr1w5NmjQxiAPU5YnKOa0qP2XjVa79QNbzTGW/ZfJbZk7L9lvV+47K8znZMZNZB0NDQ3Ho0CGjsU5OTmjdujWqVKliNFbVnDZFvvk63/79+zFu3Dg0aNAAvXr1gqurK+zs7GBpaYmEhARERETg3Llz2Lx5M/755x/Mnz8f7du31+IfPXqEQYMG4cqVK6hatarR+AsXLiAkJAS1atXCqlWrYGNjAwAIDAzEkCFDULFiRXTr1g21a9dG2bJlUbhwYSQmJiI8PBznz5/Hzp07ce/ePaxYsUJLRJlYALh79y769++PsLAwNGnSJN1+nz59GuXKlYOvry8qVaoEALh69Sr69esHnU6n3UH75djz58/j0KFDEEJg3bp1cHR0VBqr8phl2s3L4y0TLzOvZGJVzmmV+S0Tq3INlWlbZryfPXuGsWPH4sSJEyhatCicnJwMYoOCghAfH48WLVpg0aJFKFKkiHbMqvJE5ZxWlZ95ee2XyTOV/ZbJb5k5LdtvVe87Ks/nZGJl8jMlJQWzZs3Cpk2bkJKSgvLlyxvEPnjwAAUKFEDPnj0xbdo0WFhYKJ/TJhP5hKenpxg2bJhJzx06dKjw9PTU2zZp0iTRqFEjERAQkGFsQECAaNSokZg0aZK27aOPPhI9e/YUCQkJGcYmJCSIHj16iO7du2dLrBBCjBgxQri7u4vg4OAM44ODg4W7u7sYMWKEtq1///6iQ4cOIjIyMsPYyMhI0aFDBzFgwADlsUKoO2aZdmXbVjneMvEy80omVjZeZl6qzG+ZWJVrqEzbMuM9c+ZMUbt2beHn5ycSExONxiUmJgo/Pz/h6uoqvvvuO719qvJE5ZxWlZ+y8SrXfpk8U9lvmfyWmdOy/Vb1vqPyfE4mViY/vb29hZOTk1i4cKEICwszGhsWFiYWLlwonJychLe3d7Yds+w6aIp8U0SlJYAp/Pz8RO3atfW2NWrUSPzyyy8mxS9btkw0atRIe+zq6mpy21u2bBGurq7ZEiuEEPXq1RNr1qwxKd7Hx0fUq1dPe1ynTh2xYcMGk2I3bNgg6tSpozxWCHXHLNOubNsqx1smXmZeycTKxsvMS5X5LROrcg2VaVtmvJs3by4WLVpkUuyCBQtE8+bN9bapyhOVc1pVfsrGq1z7ZfJMZb9l8ltmTsv2W9X7jsrzOZlYmfx0d3cXM2fONCn222+/Fe7u7nrbVM1pU1lk/lnV68HOzg6XL1826bmXLl0y+GFfYmIiihcvblJ88eLFkZiYqD22srJCaGioSbGhoaGwsrLKllgAsLCwQGpqqknxqampeh+jFilSBE+ePDEp9tGjR3pfY1EVC6g7Zpl2ZdtWOd4y8TLzSiZWNl5mXqrMb5lYlWuoTNsy4x0TE4Py5cubFFuhQgXExMTobVOVJyrntKr8lI1XufbL5JnKfsvkt8yclu23qvcdledzMrEy+RkZGQl7e3uTYh0cHBAVFaW3TdWcNlW+KaJ69uyJzZs3Y/bs2bh9+7bR59y+fRuzZs3C1q1b0aNHD7199erVg6+vLyIiIjJsJzw8HOvWrUP9+vW1bR9++CHWrFmDdevWIT4+3mhcfHw8fH19sXbtWnz44YfZEgsAzZo1w+rVq3H16tUM+3316lWsXr0azZs317Z5eHhg1apVOHbsWIaxR48ehY+PDzw8PJTHAuqOWaZd2bZVjrdMvMy8komVjZeZlyrzWyZW5Roq07bMeDs5OWHbtm149uxZhrHx8fHYunUratWqpbddVZ6onNOq8lM2XuXaL5NnKvstk98yc1q236red1Sez8nEyuRnzZo1cfDgwQxv/As8v9jD/v37UaNGDb3tqua0qfLNhSWEEFiwYAF8fHyQkpKCEiVKoEyZMtoP+h4+fIiYmBgUKFAAAwYMwIQJE/Tig4OD0adPHyQmJqJly5ZwcXEx+EHgpUuXcOzYMVhaWmL9+vVaMiQmJmLy5MnYv38/ChUqhOrVq8POzk6LjYiIwM2bN5GUlIS2bdti7ty5KFy4sHQsAISFhaF///64c+cO3Nzc4OLiYhB/6dIlnD9/HpUqVcK6detQrlw5AM+viDJkyBCcP38eZcuWhbOzs0Hs5cuXER4eDjc3N6xYsQIlS5ZUGqvymGXazcvjLRMvM69kYlXOaZX5LROrcg2VaVtmvP/55x988sknsLGxQadOnYyO18WLF7Fnzx5ERUXBx8cH9erV09pWlScq57Sq/MzLa79Mnqnst0x+y8xp2X6ret9ReT4nEyuTn0ePHsWoUaPg7OyMHj16pNvuli1bcOXKFXh7e6NVq1bK57Sp8k0RlSYsLAz+/v64evUqIiIitMss2tnZwdHRER4eHnqT7eXYpUuX4siRI3qXtExja2uL1q1bY/jw4UY/+rxw4QIOHjyYbttpVw8xRiY2Li4OGzZswOHDh3Ht2jW9j5cLFy4Me3t7tGnTBr179zb4mFoIgQMHDuDw4cPapSlfvMa+o6Mj2rRpg7Zt2xp8ZK4qVuUxy7Sbl8dbJl5mXsnOSVVzWmV+y+aoyjU0q23LjHdQUBAWLFiAwMBAJCcn690HRgiBggULomnTphg7dqzBJ1FpVOSJyjmtMj/z6tovk2cq+w3InZ9kdU5nxzqm6n1H1fmcTKxMfp48eRJz585FcHCw0ftoCSFQvXp1TJw4Ee7u7tl6zLLrYGbyXRGVXcLCwgySP70Th9xECIHHjx9rSVSqVKks3ZQ0L1F1zPlxrGXJzCvZOZkf57TKHM1r4x0TE4Pr168b9Nne3h4lSpRQ3b1cS2V+5sW1X2We5dX3LNl+q3zfkaFibsnkZ3BwMK5cuWIQ6+TkhJo1a+b4MeeEfF1ECYk7VBMR5Xcq11Cu30SvF85pymsKZv6U14fMXaZfdOHCBVy5csXoXZfd3NzSjZO527NMLPD8rwe//fZbuneLfvfdd9P9K0JGd5pO+yg0vTtNq4pVecwy7ebl8ZaNz+q8ko2Vic+pO7jndH5nNVblGirbtux4P3z4MN3Yl69E+DJVeaJyTqvIz+yIV7n2A1nPM5X9zmp+y87p7BhvFe87Ks/nZMdMZh1MSUnB7du3Db5SV6VKFRQoUCDDWFVzOjP55pMombtMpzl8+DDmzJmDe/fuGb3SiE6nQ4UKFTBp0iS0adNG2y5zt2eZ2DRr1qzB4sWLERMTAwsLC5QqVUqLf/z4MVJTU1G8eHGMHDkSAwcO1OJk7jStKlblMcu0m5fHWzY+q/NKNlYmXuUd3GXzLKuxKtdQmbZlx/v8+fOYN28ezp49C/H83ooGfa5fvz68vLxQp04dvX2q8kT1nFaRn7LxKo9ZJs9U9lsmv2XXE9nxVvG+o/J8TjZWZh28c+cOlixZAn9/f8TGxgJ4/qlj2qeNxYoVg4eHB0aNGoXKlSsbjKeqOW0Ss+8slUfJ3GVaCCH27dsnHBwcRJ8+fcSvv/4qQkNDRXx8vEhNTRXx8fEiNDRU7NmzR/Tu3Vs4OjqKffv2abEyd3uWiRVCiPXr1wsHBwfh5eUl/ve//xm8RmJiojh79qzw8vISjo6OYv369do+mTtNq4pVecwy7aocM9nxlomXmVcysbLxKu/gLpNnMrEq11CZtmXGOyAgQDg7O4v3339f/PLLLyIgIEDcuHFDhIaGihs3boiAgACxdOlS0bp1a+Hi4iICAwP1XldVnqic06ryUzZe5dovk2cq+y2T3zJzWrbfqt53VJ7PycTK5GdQUJBo0KCBaNiwoZgxY4bYunWrOHHihAgMDBQnTpwQW7duFdOnTxcNGzYUDRo0EEFBQdl2zLLroCnyTRElc5dpIYTw9PQUw4YNMyl+6NChwtPTU3ssc7dnmVghhGjdurXByUx6Jk6cKFq3bq09lrnTtKpYIdQds0y7sm2rHG+ZeJl5JRMrG6/yDu4yeSYTq3INlWlbZrw/+ugj0bNnT5GQkJBhXEJCgujRo4fo3r273nZVeaJyTqvKT9l4lWu/TJ6p7LdMfsvMadl+q3rfUXk+JxMrk5/9+/cXHTp0EJGRkRnGRkZGig4dOogBAwbobVc1p02Vb262K3OXaQAICQnRu3Z9Rjw8PBASEqI9lrnbs0wsANy/f9/gJqPpadCgAe7fv689lrnTtKpYQN0xy7Qr27bK8ZaJl5lXMrGy8Srv4C6TZzKxKtdQmbZlxvvq1avo0qWL3r1ajClcuDC6dOmCa9eu6W1XlScq57Sq/JSNV7n2y+SZyn7L5LfMnJbtt6r3HZXnczKxMvl54cIF9OrVC7a2thnG2traolevXjh//rzedlVz2lT5poiSucs0ANjZ2eHy5csmtXXp0iW9H9jJ3O1ZJhYAKlWqhMDAQJP6ferUKVSqVEl7LHOnaVWxgLpjlmlXtm2V4y0TLzOvZGJl41XewV0mz2RiVa6hMm3LjLeVlRVCQ0NN6nNoaCisrKz0tqnKE5VzWlV+ysarXPtl8kxlv2XyW2ZOy/Zb1fuOyvM5mViZ/CxSpAiePHliUuyjR48MfgOmak6bzOzPrvKoGzduiMaNG4u6deuK8ePHCx8fH7Fv3z5x5MgRsW/fPuHj4yPGjx8v6tatK5o0aSJu3LihF798+XLh4OAgZs2aJUJCQoy2ERISIr7//nvh5OSk9zH12bNnhaurq2jRooVYuHChOHLkiDh37py4cuWKOHfunDhy5IhYsGCBcHd3F66uruLs2bPZEiuEEH5+fsLBwUGMGjVKBAQEiCdPnujtf/LkiTh16pQYOXKkcHR0FH5+fto+f39/4ejoKLp27Sr8/PzElStXREREhHjy5ImIiIgQV65cEX5+fqJr167CyclJ+Pv7K49Vecwy7ebl8ZaJl5lXMrGy8TLzUmV+y8SqXENl2pYZ77lz5woXFxfh6+sr4uLijPY5Li5OrF27Vri4uIi5c+fq7VOVJyrntKr8lI1XufbL5JnKfsvkt8yclu23qvcdledzMrEy+Tl9+nRRv359cfToUaNxafz9/UX9+vXF9OnTs+2YZddBU+Sbq/MBcneZFkJgwYIF8PHxQUpKCkqUKIEyZcqgcOHCSExMxMOHDxETE4MCBQpgwIABmDBhgl68zN2eZWIBYPPmzVi0aJH214DChQujUKFCSExMRFJSEoQQsLa2xujRo9G7d2+9WJk7TauKVXnMMu2qHDPZ8c5qvMy8kp2TKue0yvyWiVW5hsq0ndXxTkxMxOTJk7F//34UKlQI1atXh52dndbniIgI3Lx5E0lJSWjbti3mzp1r8JUXVXmiak4D6vJTNl7VMcvmmcr3LJn8lpnTMv1W+b6j8nwuq7Ey+RkdHY0hQ4bg/PnzKFu2LJydnQ1iL1++jPDwcLi5uWHFihUoWbJkth2z7DqYmXxVRL0oq3eZDgsLg7+/P65evWoQ7+joCA8PjwxfR+ZuzzKxCQkJOH36NIKCgozeLbpJkyawtLRMN17mTtOqYlUds2y7KsdM9o7iWY2XmVeyc1LlnFaV39mRo6rWUJm2szreFy5cwMGDB9Ptc9u2beHq6pph26ryRNWcVpmfeXXtl80zle9ZMvkNZG1Oy/Zb5fuOqvM5mdis5qcQAgcOHMDhw4e1ezW9eJ+otHs1tW3bNt1LjKs8h81Ivi2iiIiIiIiIsiLfXFiCiIiIiIgoO+T7Iurp06do1aoV/ve//2UpPjExEbt27cLDhw/Njo2JiUH//v1x5cqVVxoLPL9z9uLFi3H37l2zY+Pi4jBlyhQEBwfnmVhA3THLtCvbtsrxlomXmVcysbLxMvNSZX7LxKpcQ2Xalhnv5ORk/PXXX4iOjjY7FlCXJyrntKr8lI1XufbL5JnKfsvkt8yclu23qvcdledzMrEy+SmEwL179wxuhWEqVXP6Zfm+iEpJScF///2X6SUn0xMbG4spU6bg33//NTs2KSkJf/75p8mXf8yuWOD5JTSXLFmCO3fumB2bkJCAXbt2ITw8PM/EAuqOWaZd2bZVjrdMvMy8komVjZeZlyrzWyZW5Roq07bMeEdHR6N///64dOmS2bGAujxROadV5adsvMq1XybPVPZbJr9l5rRsv1W976g8n5OJlcnPx48fo1WrVjh79qzZsYC6Of2yfF9EZYe8+rMymX7nxViVbbPfeSc2O+JVtatyzGTkxfHOq+OVV3OM/c47sSrl1fGWlRfz5HX4t2IRRUREREREZIaCqjvwqu3atUvvcWxsLAAgICAAYWFhevs6depk8usau/78y/766y+9x2nfI7127RoKFtT/p2jYsGG2xWbElH7fu3dP73HaR85RUVEG+ypWrJgrYjOS08cs065s2yrHW+WYZXesqfEy81JlfsvEqlxDZdpWmZ+q8oRz2vz43HbMpsbn1fzOifXkVYy3TKzK87ncFitL1dzQ2s9vlzh3dHQ06Xk6nQ5BQUEG21u2bGlwc7R79+6hTJkyBteoP3r0qEHbOp0u048RjbUtE/ti/IuEEEYTML22M4pNe5xbYnP7MafX7qtoW+V4pxcvM69kYmXjs2NOvyg35XdGsabIqTU0q23LjHf//v31HicnJ+Off/6Bo6MjrKys9Pb5+voa9EdVnqic06ry81W0nVNrv0ye5Yb3rKzmtylyot+q3ndy+/lcerEy+TllyhS9x4mJidi3bx/efvtt2NnZ6e2bNWuWQV9UzenM5LtPoq5evar3OCoqCs2aNYOPjw+aNm2aaXznzp31Bj4uLg6rV69G8+bNUbly5QxjX55IT548QZcuXTBv3jzUrVs3x2IB4Pvvv9frd2xsLGbOnImBAwdmeqOxlyfD06dPMWrUKEycOBHOzs65MhZQd8wy7cq2rXK8ZeJl5pVMrGy8zLxUmd8ysSrXUJm2Zcb7jTfe0HucdkWp0qVLo2zZshnGAuryROWcVpWfsvEq136ZPFPZb5n8lpnTsv1W9b6j8nxOJlYmP1++il5ycjIAICIiAgkJCRnGyvZbdh3MkMjnoqKihIODgwgICHjl8apiVbbNYzYf+/3qYlW2zX7nnX5HRkbmu2NW2XZ+7bdMnnG8zcd+m0cmP/PqGvoyXliCiIjIDCp/A0D5B/OMcrO8+juq7MQiioiIiIiIyAz5vogqWrQoRo0aZdJvJ7KbpaUlOnfubNJ36rMzFgAKFCiAihUrokiRImbHFipUCA0bNoS1tXWeiQXUHbNMu7Jtqxxv2fi8SGZeqsxvmViVa6hM2yrzU1WeqJzTqvJTNl7l2i9DZb9l8ltmTqscbxkqz+fy6pipmtMvy3dX5yMiIpIh/u9KXHZ2dihcuLDq7tBrinlGuZlMfqZd2c/JyQklS5bMoR7mPBZRREREREREZsh3lziPiYnBb7/9hqCgIISHh+PZs2coUqQIypYtCycnJ7z77rsoUaLEK+1TVFQUvvvuOwwcONCkyy0KIXD8+HH8888/ePr0KWxsbNCsWTM0btzYrHaFELh//z5SUlJQqVKlDH/o9/DhQ6Nj5ujoaHCN/5z29OlTrFy5Eh07dkSNGjVMjnv8+DEuXLiAp0+fwtbWFm5ubihevLjR56akpKBAgQJ626Kjo3H16lUkJyfDwcEBtra26baVkpKC27dvIzw8HAkJCbC0tETZsmVRpUoVg9d9FbIyZteuXdNyzNbWFk2aNMnwKxayYwYACQkJBmP28j03XpWEhAT89ddfqFWrVqb9Bsyfl9kxXrkpzyIiIvDZZ5/By8sLDRo0MDlOCIGbN29qeValShWjz0tKSsL//vc/FClSBK6urtr2wMBAnD17FikpKahVqxZatmyZ7rHnpnUMMH/tB8ybl9mRY7lpzGJjY/Hrr7/inXfeMeummFz7zVv7zRkvAPjvv/9QpEgRlC5dWtsWEhKCc+fOITk5GbVq1UKtWrWMxubGczJz137A9HUMkBuvNLkpz5KTk3Hnzh2UL18eRYsWfWXt5oZz2HxVRK1ZswaLFy9GTEwMLCwsUKpUKVhaWiIhIQGPHz9GamoqihcvjpEjR2LgwIEG8YmJidi/fz+Cg4NhY2OD999/3+ib17lz57BlyxajNwwzJj4+Hvv27cMHH3xg8EY6Z84chIeHY/78+QCev+kOHToUly9fhhAChQsXRmJiIpYvXw53d3f8+OOPeh+rCiHg7e2NXbt2oUiRIhg6dCg6deqEEydO4JtvvsH9+/cBAFZWVhg6dCgGDRqk1/758+cxb948nD17FkIIg5vD6XQ61K9fH15eXqhTp47evps3b2LFihW4efMmbGxs0K5dO3Ts2NHg+P39/TFr1iyjN0I1Jjo6GitWrECdOnWMvins2rUL9+/fx6effgoASE1NxZw5c7Bx40YkJydrN1UrWrQoPvvsM3zyySdabGJiImbMmIF9+/ahUKFCGDJkCEaMGIEtW7Zgzpw5iI+PB/D8+7gfffQRZsyYoTdx79y5gyVLlsDf31+787p44aZuxYoVg4eHR7rf+VYxZqtWrcL9+/cxffp0AMCzZ8/g5eWFo0eP6v17W1hYoHfv3trzsmvMoqOjsWbNGhw4cAAhISF6bep0OlSpUgXt2rXDgAEDDL7DnFNzEni+6A4ZMgRLlixBy5Yt9fbJzEvZ8QLk8iwqKgobN27UyzFjRU9AQACWLVum3WMjJiYmw/GKiorCuXPnEBYWpj33xZOf3377DWFhYejevbu2zdfXF8uWLcOjR4+0bRUrVsTEiRPRpk0bbVt4eDj69euH0NBQAECTJk3wyy+/YMqUKdi3b5/2PJ1OB0dHR6xZs0YvV2TWMQD466+/tBxr3ry50ZO6a9eu4ciRIxg1alSG4/SijNZ+mXmZHTkmM2ZZzbHMPH78GF999RWWLFlitIjKy2s/kDN5ltHaLzNeaa/96aef4uzZswCALl264LvvvsOCBQuwcuVKpKamAnieK++++y68vb31zk9kzslyKseAjNd+mXVMdrwANWt/ZsLCwtC+fXuj43Xnzh08efIELi4u2rZLly7hl19+wT///IMnT57A1tYWzZs3x4gRIwz6rPIc1hT5pojasGEDZs+eDU9PT/Tp0wfOzs4oVKiQtj8pKQkXL17Epk2b8MMPP8DS0hJ9+vTR9sfExKBXr174999/tW0LFizA4MGDMXr0aL3FNDQ0FLt27dJO2Bo1apRh39Imzvjx41GoUCHodDqcOXMGwPOT5RdPor/++mtcv34dM2bMwIcffogSJUrg0aNH8PPzw48//ohFixZh4sSJ2vO3bNmCn3/+GS4uLihTpgymT58OIQRmzJiBevXqoX///khOTsb+/fsxb948WFtbo1u3bgCe/4V3yJAhqFixIsaMGYPatWujbNmy2glieHg4zp8/j507d6Jfv35YsWIFmjRpoo1Bt27dkJycjJo1ayIoKAgnTpzAtm3bsGjRIr2/wMTFxeHevXva486dO2c4XklJSRBC4Pvvv4e3tzd0Oh127Nih7ffx8UGzZs20xwsXLsTatWvRtm1beHp6okyZMrh//z62bt2KuXPnokSJEtqCuGbNGuzevRutW7dGmTJlsHLlSuh0Ovz000/o1KkTWrVqhaSkJPz666/YtGkTKlasiMGDBwN4ftPAfv36QafToX379nB1dYWdnZ32phAREYHz58/j0KFDOHbsGNatW6d3t3ZVY7Z9+3a8//772nO/++47HD16FAMHDtTG68GDB/Dz88OGDRtQtmxZDB06VHu+zJjdvXsX/fv3R1hYGJo0aYI2bdoYjNmFCxfwyy+/YNeuXfD19UWlSpUAyM1JwPhd0V8UExMDIQS2bt2KM2fOQKfTYfLkyQDk5qXMeAFyefbw4UN06dIF4eHhsLa2RlxcHDZu3IgOHTrg22+/1fuR7sOHD/HXX39pjxs2bJjheKXx8vLS/v+Ld39fvHgxateurT1es2YNZs+eDVdXVwwfPlybl7t27cLYsWPh7e2NVq1aAQCWLFmC8PBwTJ8+HaVLl8ZPP/2EMWPGIDAwELNnz0bLli2RnJyMvXv3Yu7cuVi4cCG++uorAHLrWGJiIoYPH47AwEDtzdfKygoTJkzQO4kCnp/cLlmyRO/kVmbtl5mXsjkmM2YyOZZZYRAfHw8hBH755Rfs2LEDOp0O3t7e2v68uvbL5JnM2i8zXgCwfPlynDt3Dh9//DHKlCkDHx8ffPnll9i+fTtGjBihN2a+vr5YvHgxxo0bB0DunEwmxwC5tV9mHZMZL0Dd2p9ZMfXkyRMIIXDs2DHtprr9+/cH8Py90draWvuD46lTpzBs2DAUKlQIzZs3R+nSpREWFoZff/0VR48exYYNG/DWW29pr63qHNZk0neayiNat24tJk2aZNJzJ06cKFq3bq23bc6cOcLFxUXs3LlTxMTEiFu3bompU6cKBwcHMXz4cBEfH689d/fu3cLR0VF77ODgIOrWrSu8vLzE5MmTDf777LPPhIODg+jfv7+2LU3t2rXFtm3bhBBCJCcnCxcXF/Hzzz8b7ffXX38t3nnnHb1tnTp1EsOGDdMe+/r6ChcXFzFq1Ci956WkpIgePXqIjh07ats++ugj0bNnT5GQkJDheCUkJIgePXqI7t27a9vGjh0rmjdvLkJCQrRtu3btEvXr1xetWrXS257eePXt29fofx999JFwcHAQHTp00La9qE6dOmLLli3a44YNG4qpU6ca7fvQoUNFu3bttMft27cXEydONOjbtGnTDGIHDx4s2rZtqz3u37+/6NChg4iMjMxwvCIjI0WHDh3EgAED9LarGjNXV1fh5+cnhBAiNTVV1KlTR8yZM8do3728vESrVq30tsmM2YgRI4S7u7sIDg7OaMhEcHCwcHd3FyNGjNC2yczJtDFzdHQUDg4O6f734v4X42Xmpcx4CSGXZzNmzBD16tUTf/31lxBCiNjYWLFkyRLh7OwsunXrpvea6eXYd999J7y9vQ3+mzlzpnBwcBBjx47Vtr2oXr16YsOGDdrj5s2b6/17pklKShI9e/YUnTt31ra1bNlS/PDDD9rjgIAA4eDgIBYvXmwQP2PGDL3xllnHli1bJpycnMTixYvFtWvXxB9//CE+/vhj4ejoKL766iuRmpqa7ni9OGZZWftl5qVsjsmMmWyOubm5iffee8/of++++65wdHQUTZs2Fe+9955o2bKlXn/y6tovk2cya7/MeAnx/Lzqm2++0R4fPXpUODg4iNmzZxvEjxs3Tu/fS+acTCbHhJBb+2XWMZnxEkLt2p/V8WrSpInw8fHRHnfo0MHoMdy5c0e4u7uLIUOG6G1XdQ5rqnxTRNWuXVt7Q8qMn5+fqF27tt62tm3biu+++87guXv27BGurq6iR48e4vHjx0IIwwTct2+feO+990Tbtm3F8ePHDV7jzp07wsHBQfj7+xvse/vtt8Xy5cuFEELEx8cLBwcHcfjwYaP9Xr9+vUG/69atKzZv3qw9vnv3rnBwcBAHDhwwiF+3bp1e/Itv4pnZsmWLcHV11R67u7uLpUuXGjzvxo0bolWrVqJJkybi/PnzQgjD8Vq+fLmoV6+eGDBggAgKCjJ4jYzGS4jnbwTr168XQggRExMjHBwcxJEjR4w+d+PGjcLFxUV7XKdOHb1jvn//frrxGzZsMIh9cXHNyIYNG0SdOnX0tqkasxcXudjYWLPGSwi5MatXr55Ys2aN0bZe5uPjI+rVq6c9lpmTQjw/EapTp45YsmSJePbsmcHr5NS8lBmvtPis5pmHh4dYsGCBwfP+/PNP0ahRI9G6dWsRGhoqhDAcs3Pnzolu3bqJxo0bi/Xr14uUlBS910hbW9Kbl/Xq1dNO2NLm5aFDh4w+9+Uxc3V1FVu3btUeP3jwQDg4OIijR48axG7ZsiXb1rEOHToYPalcunSpcHR0FCNHjtTeoI3lmMzaLzMvZXNMZsxkcuzLL78Uzs7OYurUqSIiIsLgNV7XtV8mz2TWfpnxEkIINzc3o/PSWFubN2/Wi5c5J5PJMSHk1n6ZdUxmvIRQt/Z36NBBG687d+6Iu3fv6v33119/CQcHB+Hn56dtS+Pq6qr9wTHtvXLXrl1G+7xixQpRt25dvW2qzmFNlW/uE1WpUiUEBgaa9NxTp05pXxlKc//+fdjb2xs819PTE6tWrcLNmzfRq1cvva9YpWnfvj0OHDiA9u3bY8yYMRg0aBCuX7+u7c/ox3Dvvvsudu/ejcTERBQpUgS1atXCoUOHjD736NGjqFq1qt62okWL4tmzZ9rjhIQEAM+/PvCyhIQEve9gW1lZab9ByExoaCisrKy0x48fP0aZMmUMnlejRg1s3rwZ5cqVw4ABA/D7778bPGfIkCE4dOgQypcvj27dumHGjBmIjIzU9md2p+u6devi2LFjAIDixYujfPnyel8retGVK1f0flRoZWWFx48f6x3Hi//7oidPnqBUqVLa4yJFiuDJkycZ9i3No0ePDO5voGrMGjdujAMHDgB4/n3qqlWral8petnp06cNfosgM2YWFhbaV5oyk5qaCguL/79kycxJAFixYgUWLlyI3bt3o23btti7d6/e/pyalzLjBcjlWUREhNHfYzRs2BAbN25EQkICevXqZXS+uLm5YevWrZg4cSKWLl2KDh064OTJkyb1AwBq1aqFU6dOAXg+L0uVKoX//vvP6HPv3r2rt56UL18et2/f1h7funULABAcHGwQe+PGDZQrV057LLOO3b171+j35IcPH4758+fj5MmTGDhwIKKjo42+nszaLzMvZXNMZsxkcuyrr77Ctm3bcOfOHbRu3RrLli3Te696Xdd+mTyTWftlxgsAbG1tERYWpj1+8OCB3v++KO1S2GlkzslkcgyQW/tl1jGZ8QLUrf27d++Gl5cX1q5di7FjxyIsLAxvvPGG9l+FChW040vblqZKlSq4evUqgOf3ZypcuLDB75LSvPweD6g7hzVVvimiPvnkE+zfvx+fffYZAgMD8fTpU739T58+RUBAAEaNGoVDhw4Z/ICydOnS2g/YXtagQQP4+vri6dOnBr/RSGNpaYnPPvsM+/fvR4kSJdClSxd88cUXiIqKyrDfY8aMQXR0NPr3748//vgDEydOxB9//IFhw4Zh9+7dOHXqFHbs2IG+fftq3/98kbOzM7Zv364tvj4+PihYsCAOHjyoJSPw/AePfn5+qFmzprbtww8/xJo1a7Bu3TrtR7Uvi4+Ph6+vL9auXYsPP/xQ216xYkVcu3bNaEyZMmWwfv161KpVC59++ikOHjxo9DmzZ8/Gxo0bce3aNbRu3RrLly83OnFeNnLkSJw5cwazZs1CTEwMJkyYgBUrVmDVqlV48OABkpKScPfuXSxatAjbt29Hp06dtNi6deti8+bNCA4OxuPHj+Ht7Y0iRYrgyJEjePjwofa8O3fuYMOGDXpX0PHw8MCqVau0N6X0HD16FD4+PvDw8NDbrmrMRo8ejeDgYHz++ee4desWvvzyS2zbtg3ffPMN/v77b4SEhODMmTOYMGECDh8+jN69e+vFy4xZs2bNsHr1am2RTc/Vq1exevVqNG/eXNsmOycBwN3dHb/++iv69OmDr776Ct27d8f//ve/DPsCyM1LmfEC5PKsXLlyesXIi2rUqIFNmzahZMmS6NevH/7880+jz+vSpQsOHToEd3d3jBo1CoMGDcKNGzcyHbOhQ4fi8OHD2vfrP/30U3h7e+PgwYPam2pycjK2bt2K9evXo23btlpsy5YtsWHDBmzatAmHDx/Gt99+Czs7O/zzzz84fvw4UlJSkJSUhL1792Lz5s16V0SUWcesra3TXaPbt2+PZcuW4fLly+jTpw/Cw8ONPi+ra7/MvJTNMZkxk80xR0dH+Pr64rvvvoOfnx/atm2rd/GQjOTVtV82z7K69suMF/B8/d6wYQN+++03XL58GXPmzIGVlRVOnjyp91529uxZbNy4Ue+qmjLnZNmxjmV17ZdZx2TGC1C39ltYWKBPnz44fPgwXFxc0K9fP4wZMybd4vFFH330EbZt24aLFy+iQIEC6NSpE5YuXapXTALP/zDm6+tr8DtSVeewpspX94navHkzFi1apFXyhQsXRqFChZCYmKj9+NLa2hqjR482OFEcO3Ysbt68id27d6f7+qGhoRg4cKCWWOn9FQQA/vzzT3z33Xf477//0LlzZ6xfvx6LFy/WfoD4onv37mHGjBk4deoUdDqdNlHT/loihICNjQ28vLzQtWtXvdhLly6hV69e0Ol0sLS0RExMDPr06YPKlSvDx8cHTZs2RUpKCv744w88evQIK1eu1E5UExMTMXnyZOzfvx+FChVC9erVtZuqJSYmIiIiAjdv3kRSUhLatm2LuXPnaleS+frrr+Hv74/jx4+jYEHj1y9JTEzE6NGjcfz4ceh0ugzHa+fOnZg/fz4KFy6MPn36YN68eemOFwCcPHkSU6dORXR0NKpXr4779+8bLNJCCHTq1AkzZ87U+nj79m1069ZNu7qYEAKjR49GpUqV8MUXX8DFxQWpqam4dOkSUlJSsGnTJu1HptHR0RgyZAjOnz+PsmXLwtnZ2WC8Ll++jPDwcLi5uWHFihV6N5lTOWaXL1/GpEmTEBwcjBIlSiA5OVnvrz8AULBgQQwdOhSfffaZ3naZMQsLC0P//v1x584duLm5wcXFxWDMLl26hPPnz6NSpUpYt26d9ilDds/JiIgILFiwQPvrZM+ePdG/f38sWbIkW+elzHgBcnk2ZcoU/P333zhy5Ei64/D48WMMGTIEFy9ezDTHQkJCMGvWLJw6dQotW7bEkSNHMpyXfn5++O6772BtbY3atWvj7NmzePLkCQoWLIhSpUrh0aNHSE5ORsOGDbFs2TLtssoxMTEYOHAgLly4AOD5JzMLFy6Era0t+vfvr63fKSkpKFOmDHbs2IGyZcsCkFvHhg8fjsePH2Pz5s3pjsH58+cxbNgwREdHIzU1NcPxAsxb+7M6L2VzTGbMsjPHEhISsGLFCqxcuRKOjo7o168fvLy8Xru1P7vzzJy1P6vjBTxfM3v06KH9MUun0+Gbb75B+fLlMXz4cJQtWxapqakICwtDkSJFsHPnTr1P5bN6Tpbd65i5a39W1zHZ8cota/+1a9cwc+ZMnD9/HgMGDECHDh3QsWNHo+MlhMCECRNw6NAhtG7dGvb29vDx8UFcXBzq1auH0qVLIzw8HP/73/9QqlQpbNy4EW+++aYWr+oc1lT5qogCni/Kp0+fRlBQECIiIrTrxdvZ2cHJyQlNmjQxel+aw4cP44svvoC3t3eGV6l6+PCh9pWNzN5MU1NTsXnzZnh7e+PRo0fpTtg0wcHBCAwMxO3btxEXF6f129nZGY0bN073H//KlSvYsmULYmNj0ahRI3Tr1g0WFhZYvnw5Nm3ahIcPH6Jq1aoYOnQoPD09DeIvXLiAgwcP4urVqwZj5ujoiLZt2xr8xeTixYtYsWIFBg4cmOFlI1NTUzFr1ixcvXoV69aty3C8YmNj8fPPP8PX1xdJSUmZjldMTAz27NmD06dPGx2ztm3bGr03S1hYGHbv3q2NV9qE3Ldvn954DR482ODyoEIIHDhwAIcPH9buSfDiPRwcHR3Rpk0btG3b1uBja9Vjlpqait9//z3d8WrZsqV2YpqdYxYXF4cNGzbg8OHDuHbtmt5fTwsXLgx7e3u0adMGvXv31rtXSU7MSeB5vn///fe4cOEChBAZnrABWZuXMuMFZD3PAgMDMW/ePEyZMiXDeznFx8dj/PjxuHr1aqZ/9QSeX/Z33rx5uH//PubNm4cWLVqk+9y7d+9i06ZNCAwMRGhoKOLi4rR+p83L1q1bGz3mixcvIiYmBs7OztolzO/cuYMdO3YgMjIS1apVQ+fOnQ2+ngZkbR3bvn07pk2bhs2bN2c4J4ODgzFo0CCEhYWZlGPmrP1ZnZeyOZbVMcuJHLt37x7mzp2LgwcPQqfTZTon89ranxN5Zs7an9XxAp7/Ox4/fhyxsbGoX78+qlevDuD5pyl+fn54+PAhqlWrhj59+qBatWoG8Vk5J8updcyctT+r65jseOWmtf/gwYOYO3cunjx5gri4uAzHK+2KgxcvXjT4Ol+ZMmXQtm1bDBs2zOg9m1Scw5oq3xVRuVFSUhKePXuGokWLpvsJBP1/ERERiIyMRKVKlV75TfjyqrwyZkIIPH78WHtTKFWqVKa/g8gphw8fxv3799GyZcsMbzJMry8hBOLj41GoUCG9yy8bExsbi8ePH+v9HiAzXPvNc/nyZdy/fx916tQx+vvRvCon8yyvrP25Cdd+0yUmJmLDhg24f/8+unfvrnd5cmNiYmJw584dxMbGaoXMi79hzWvybRGVkJBgUMEb+wSK6GWJiYlmf+Sb33HMzMPxMk9CQgL++usv1KpVC7a2tqq7kycwx8zHMTNPSkoKQkNDUb58eRQtWjTD5/KczLzxotwhXxVR0dHRWLNmDQ4cOICQkBC9jxR1Oh2qVKmCdu3aYcCAAXp3uzfX/fv3cffuXYOvGGX1buSRkZHYs2cPnj59iqZNm2o/vNuwYQP27t2LmJgYuLi44NNPP0WVKlXM6uuDBw/QrVs3zJ49G2+//bbR55w5cwYHDhzQPjpO+yg07aPjdu3amX+Dshf8/fffOH36tMGNFv/77z/tztov3u36RXfu3MHZs2cNfvAKPP+r5dOnT1G7dm1trK9du4b9+/cjOjoaLi4u8PT0zPQvfy/3ycPDI8OPrUNDQ3Ho0KF0x6tNmzZm/zu9LLvHLDExESdOnMDTp0/RqFEj7TvJJ0+exJ49e7Qc69evn9GvSmXElDGLiYnBb7/9ZnTMnJyc8O6770r9FTW9OZkms5OjZ8+eISoqSu8KaDk1L00ZLyDn8+zatWsICgoyyJP9+/dr69j7779v9C+1586dw5YtW4ze1PLRo0eIiYlBpUqVtE8ZIyMjcfToUURHR8PZ2dns9SRtzJYsWYKWLVsafU5Or2MxMTF4+vSpwdUrgayv/Tk1L03NsZweM2M5Bjw/7rt378LGxgY2NjZGY6OiohAcHGx0Tr/Oa396eSbzfpkT45XWp4zm5as4J0svx9JkZe0H1K1jgJq1P6eEhIQgOjoaNWvWzFLhqPocNt8UUXfv3kX//v0RFhaGJk2aGL3T84ULF3D69GmUK1cOvr6+Bpc5N9XSpUvx008/ad9ZNudu5Hv27MGkSZO02Hv37qF79+7aJUt1Oh1mzJihfd/Z2dkZz549w9WrV1GiRAls375d72P+zK56FhYWhmHDhmHq1KnaSWDaHa6fPXuGsWPH4sSJEyhatCicnJwMxiwoKAjx8fFo0aIFFi1aZHDp1qyMV2pqKr744gts375de86bb76JL7/8Uu/u6sbGC3j+nd5hw4Zpd9y2srLCkiVLEBMTgxEjRsDCwgIpKSkAnl/5Zd26ddrkPXr0aIZ9jYqKwowZMzBs2DDtO7Rpb6gpKSmYNWsWNm3ahJSUFJQvX95gvB48eIACBQqgZ8+emDZtmsF341WM2aNHj9CnTx/cunULQggULFgQCxcuRHR0NKZOnYoKFSogISEBUVFRqFSpErZu3ap3YiMzZsDzO74vXrwYMTExsLCwQKlSpbQxe/z4MVJTU1G8eHGMHDkSAwcOzJbxenEsfvzxR9y7dw/FihVD27ZtMXbsWIOvCmXnvJQdr1eVZy+PWUxMjMGVDgsWLIjBgwdj9OjRel+7NDYvk5OTMX36dOzZswdCCLz55ptYsmQJYmNj8cknnyAuLk4bS3d3dyxevBgFChQAAKPF2ItiYmKwfft2vPfee3jzzTeh0+kwefJkAOrWMUBu7ZeZl7I5pnLMli5diuXLl2sX0GjcuDGmT5+ud9UtY+MFcO1PY+raLzNeALQr1KXnyZMnWLJkCbp166bdjqJ///4AXt05WXav/TLrmMx4AerWfuD5BXEWL16sFert2rXDwIEDDea9sXm5Y8cO+Pj4IDo6Gk2bNsW0adOQkJCA4cOH49KlSwCeX8V09OjRBlfGzu3nsPnmS9izZs2CEAJ79+7VfshnzM2bNzFo0CDMmjULS5YsyZa2fXx8tE8N3n//fURERGDlypX44osvcOXKFXzxxRfp/u7D29sbOp0OO3bsQIUKFTBlyhR4e3ujYsWK2Lt3r7aoXLp0Cf369cPSpUsxc+ZMLb5Tp06Z/qZEp9Np4/PiFVnmz5+PU6dO4ZtvvkGnTp2M/hUqKSkJu3btwsyZM7FgwQJMnTo1q8Ok8fPzw7Zt29ClSxdtvNauXYvBgwdj3LhxGDx4cIbxq1atwrlz5zBp0iRUqFABP/74I7744gsUK1YM8+fPh4eHB5KSkrB161bMnj0bK1eu1K5sNXLkSL2rqxmj0+mwfPlyg/FaunQpNm7ciKFDh6J3795Gf+wdHh6OjRs3Yvny5bCxsTH4JCmrZMZs6dKliIiIwE8//YQKFSpg5syZ+P7772FjYwM/Pz/thMHf3x9jxozBsmXLMGXKFC1eZsw2bNiA2bNnw9PTE3369IGzs7NeniUlJeHixYvYtGkTfvjhB1haWqJPnz7S4wU8/6HtxIkTUb16dXz88ccIDw/Hr7/+imPHjsHb2zvDH9/KzEuZ8QLU5dnPP/+MkJAQzJ49W8uxFStWYNmyZbh27RoWLlyY4RvQpk2bsHv3bvTp0wcVK1bE6tWrMWXKFBQqVAgjRoxAmzZtkJCQAD8/P/j6+mLdunX4+OOPAQBr167VuwKiMTqdDsePH9f+f1oRpWodA+TWfpl5KZtjqsbs4MGD+PHHH9GkSRN4eHggIiIC27ZtQ9euXTFr1iy0b98+w3iu/eat/TLjBQDff/+9SfNy27Zt2v9PKwpUnpPJrP0y65jMeAHq8uzKlSsYOHAgrKys0KBBA0RERMDb2xt79uzBzz//nOG/X9rVH52cnODo6Ig9e/bg2bNnSElJgY2NDWbOnIlnz55h586dmDt3Lt588029P+jk9nPYfFNEnT59Gp9//nmG/9gAUL16dQwYMADe3t562188aczMy/f6+fXXX9G5c2eMHDkSAGBvb4/mzZtj2bJl+PHHH7XLaxr7SPnMmTPo2bOndk+KkSNHonv37hg+fLjeX2VcXFzQtWtXg6upWFpaokCBAhgwYIDeZSPTREVF4YcffkDfvn0Nrr5z4MABDBo0yOAvpi8qVKgQunfvjrt372L79u1aAmb0FZGXpV1SNo2fnx9at26N77//XtvWuXNnfPPNN5g3bx4ePHiA6dOnp/t6+/fvx0cffaQtXMWLF8fgwYMxbNgwtGvXTuv3gAED8M8//+Dw4cPaG0Pp0qURHx+PQYMGGf2aSEREBMaPH48xY8agXr16evu2b9+OPn36YMyYMen2rWzZshgzZoz2l/MXFzhVY3by5En06NED77//PgDAy8sLffv2Rc+ePfWuWOPh4YEPP/wQJ06c0JsPMmPm6+uLTp06Yfbs2Ub7VqhQIdSrVw/16tWDhYUFfH19tSJKZk4Cz9+QnJ2dsWnTJm3u3b59G6NHj8agQYMwd+5ctGnTxujrycxLmfEC5PLsxTfkzLx8k+Ljx4+jV69e2lc8ihcvju+++w5NmjTB9OnT8fHHH+OXX35J92s327ZtQ6dOnbQ8rFy5Mj777DP06dNH70Rv6tSpuHnzJvbs2aPN4XfeeQd///03hgwZgkGDBhn8VuLu3bva12Benkcy69jixYszH6j/k/bX/BfJrP0y81I2x2TGTCbH1qxZgyZNmmDNmjXatoEDB2L8+PHw8vJCeHi4lhPG5NW1XybPZNZ+mfECgLfeegt3797FkCFD8OGHHxqc7N6/fx99+/bFt99+a/CpmMw5mUyOAXJrv8w6JjNegLq1/6effsIbb7yBLVu2aF8b/vvvvzF+/Hj06tULS5cuNbqOAM9vbNyoUSPtU7g1a9Zg7ty5eO+997B8+XLteT179sSHH36I9evX663hqs5hTZVviigLCwukpqaa9Fxjd03euXMnChcubNIPHV++wV3ax9YvGz58ON58801MmjQJAwcOxNKlSw2eExERofdd3LSvBBlbeN566y1s2bJFb9uBAwcwe/ZsrFq1Cn379sWIESP0vo//33//4YcffkDTpk0NTj5iYmJQvnz5TI8XACpUqKB3Yn///n2UL18eTk5OmcaGhITo3ZciJCQEPXv21HtOoUKF8O2336JKlSqYP38+IiMjMXfuXKOv999//8HBwUF7nPaxuJubm8FzGzRogBMnTmiPDx06hCVLlmDZsmW4fv06JkyYoHdSnHa/obfeesvgpnCRkZFaW5lxcHDA1q1b9bapGrP79+/rXUo17b4UaR+Jv8jFxQW//vqr3jaZMbt//36mnyymadCgAQ4cOKA9lpmTAHD9+nWMHDlS7wS2SpUq2Lx5M8aMGYNx48Zh6tSpRj/5kpmXMuMFyOXZn3/+iVKlSpk0r1++H9H9+/eNtuvp6YkKFSpgxIgR6NWrF1auXGn09UJDQ/XGMu0eO8a+i/7222/jxx9/1B6vWLECJ06cwKxZs7B161aMGzdO71K2Gf2lUmYdW7x4caZ/OX7Ry/2QWftl5qVsjsmMmUyOBQcHY+zYsXrbrK2tsWLFCnzzzTeYM2cOwsLCMGnSJKOvl1fXfpk8k1n7ZcYLAHbv3o1Nmzbhp59+wvHjxzFlyhSjJ9O2trYGVxOUOSeTyTFAbu2XWcdkxgtQt/ZfunQJAwcO1PvdZYMGDbBz504MHToUAwcOxIIFC4z+juvff//VK7xbtWqF2bNnGxSpBQoUgKenJ3x8fPS2qzqHNVW+KaKaNWuG1atXo2nTpkbfhNJcvXoVq1ev1u4PkaZixYqoUaMGVqxYkWlbP//8s95fTTK7G7m1tTVGjRqFPn36GNwx2draWrsRHfA80UqVKmX0B3hxcXEG2ytWrIiffvoJZ86cwffff4+dO3fis88+Q8+ePTP9rqyTkxO2bduGjh07Zvg1nfj4eGzdulXvDu41atRAiRIlTPr4Pe37t2mKFSuWbjIPHjwYtra2mDFjBh4/fqz9lfZFRYoU0buTddpHuMbGrECBAnrjUKJECUyaNAkfffSR9vWRfv364dNPP830wgY1a9bEwYMH0a1btwxP6oQQ2L9/P2rUqKG3XdWYFS9eXC827fvbxv46npycbPCRuMyYVapUCYGBgRn+pSjNqVOn9E5qZOYk8PyNOe1YX1SkSBH8/PPPmDZtGmbOnKndt+NFMvNSZrwAuTyrUqUKypcvj7Vr12bazstjVrp0ae0mkS9r0KABfH19MXjwYPTq1cvond8LFiyI5ORk7XFa8WvsmIsWLWpwQunu7o7mzZtj7dq1+Oqrr+Dr64upU6eibt26GR6HzDpWpkwZ1KpVC/Pnz8+wDQBYuXKl3l9WAbm1X2ZeyuaYzJjJ5FjBggW13+C8SKfT4csvv0Tp0qWxePFiREVFoXHjxgbPy6trv0yeyaz9MuMFPC+E+vTpgw4dOmDRokXo168f3n//fUyYMCHTS7DLnJPJ5Bggt/bLrGMy4wWoW/vj4uL0bg6dxtbWFuvWrcOoUaPw+eef48svvzT4o2ZiYqLetrRxMnY/qNKlS2u/KUuj6hzWVPmmiJo6dSr69++PLl26wM3NDS4uLgZ3Lr506RLOnz+PSpUqGXxVyNXVFYGBgSa19XJyOzo64vjx4xg2bJjR5zdv3hxr1qzBsGHDsHDhQr19NWrU0PthnbW1NU6fPm30da5fv57uDy8bN26MnTt3YtOmTfjxxx+xYcMGTJ48OcOP0idMmIBPPvkEbdu2RadOnYyO2cWLF7Fnzx5ERUXp/QWhdu3a2L9/P1JSUowuVhmxt7fHqVOn0r2IQJcuXWBlZYXx48fj3LlzBvsrV66MkJAQ7bG1tbXe71ReFBIS8v/Y++6wqI7v/XdVFNCASFGIEaPGXdpCUJFiAwXBiBULYkUUaxRNxBI0scSOBRAUFUSpdlDEhsaoWGJDBDVgAaQKAi5tKfP7g+/eH5e91Itu+LDv8+zz7Mydc+fcM2fO3Jk7cw7jvuLvv/8ehw4dwl9//YWtW7fi7Nmz+Pnnnxk/sYuwePFiLFmyBJMmTcKUKVNq1bHQ0FDEx8eLGXZJyaxnz55ISkqi0kpKSnj8+DGj0UlKSmL0PgY0TWZz5syBm5sbysrKMG3aNOjo6EBBQYG6XlBQgLi4OAQFBeH69evYuHEjdY1NnwSqBpXHjx9j2rRpYtfatGmDrVu3onPnzvD29qZFjQeap182RV4AOz3j8/mIjo6m9o7XhZrX+Xw+rl27RltVrA4ej4egoCA4Ojoyfo1SV1dHamoqlf7mm2/g4+PD+OU1OTmZMQ6QjIwMnJycMHbsWLi7u8PBwQHW1tZiK/HVwcaO8fl8xMbGMr5A1ARTf2Fj+5ujXzZVx9jKrKk61qtXL9y/fx8zZsxgLL9kyRIoKSlhy5YtuH37ttj1lmr72egZG9vfHPIS0W3YsAFTp07F5s2bKY96o0ePrvU52LyTsdExgJ3tbw471hR5AZKz/T169EBsbCzjYqecnBx8fHywatUqrF+/XixYtKqqKjIzM2nl58yZwzhpzMjIqNXL6Nd+h20oWs0kqmvXrjh79iwCAwNx5coVhIaG0rb4tG/fHn379oWLiwumTZuGjh070ugHDhyI2NhYpKenQ11dvc66eDwezTWkpaUl1q1bh6dPn9YajVxfXx+BgYFUNHIR7Ozs6vVOAlTtC7106VKdh+6rr4Ls27cPCxYsgI6OTq0dytDQECEhIXB3d8fhw4dRXl5OKyvyGGViYgIXFxfaLP6nn34CIQS5ubmMKw7VYWFhQfvkOnz4cGzevBlJSUliK3YijBgxAocPH8bChQvFrpmZmSE+Pp723EwB4ETumocNG1Yrb0OHDqVWv3ft2gUFBYVa5TV8+HD4+Phgx44dcHNzYyxHCEGvXr1w4MABsXolJTMbGxuavICq1c2aKCwsxKVLlxi/MlRHY2Q2adIkVFRUYO/evbh27RqAqr4oIyMDoVCIsrIyEEKgqKgINzc3mhFn0ycBYMiQITh69Cjy8vJqNdyurq5QVlbGrl27aM/QnP2yMfIC2OmZubk5MjIykJWVVW+AwwEDBlBneYAqPVm/fj0ePnxYq6v4Hj16ICQkBHPnzsXr169p1wwMDGjnOdq1a8fY9yorK3H16tVabSVQNTBv3boV9vb2+PPPPzF79uwvYsf09PQQHR2NtLS0WhcPRNDQ0BA7kM7G9jdnv2ysjrGRGRsdMzc3x759++rs0w4ODlBSUsKqVavErrVU289Gz9jY/uaUF1C1hez48eOIiorCjh07EBQUVKvM2LyTsdExgJ3tb0471hh5AZKz/aamptR5IaavlDIyMnB3d0fnzp0RHBxM40tXVxdPnjyh0rKysrVux713716dXyW/5jtsQ9FqXJzXBCEEeXl5VGC3zp071zs7Z1PXl4x631S8fv0a7u7uyMjIoLmHZIJAIMDr16+RnZ1N+dhXVVVF3759mz0KeklJCVJSUqCiolJrjBAR0tLSkJqaWifvtUEgECA+Ph6ampoNipj98eNH+Pj4ID09nebmlglJSUmIj48Xk5eWlpaYq97mwNeQmWjlpnPnzmKLDLWhoTIrLS3FvXv3kJCQwCgzY2PjZg+8mJGRgevXr8PY2LjWlw8Rrl69ilevXjWbR63a0BgdA76+nrEF03nTmsjPz0d0dDR0dXUZX+iYcOXKFaSnp8PCwoIxbpUIX9OOAV/H9je2XzZWx76mzPLy8vD06VP88MMP9cohNjYWSUlJGD9+fKPrkdr+xtn+xsoLqNLLwMBApKenY9KkSfX25a/5TsbW9n8JO9ZYeX1NPXvz5g1OnjwJW1vbeica/v7+ePXqFRWWIiUlBVlZWejXr1+ddCIHEZaWlnXGyKqO/8I7bKudREkhhRRSSCGFFFJIIYUUUjQFTYv2JoUUUkghhRRSSCGFFFJI0UrRKidRKSkpGD58OEaMGNGoayJ8+vQJnp6ejF7U6roGVLmtnTlzJmbNmtWoa5LmOzs7G2vWrGH0oV/Xtfqeq75nZlMvW3o2tGxkDUhOZmzqZVu3QCDAuXPncO7cuUZdA9jLm03dbPolW/2WVJ+WpC2SlLzZ6AjArm9JbWjDr7V0vtnomaSeGZDcuw1bviU17rAdayVl+0tKSvDw4UPGuHh1XWNLW99zfclnrhOkFSI5OZmYm5sTc3PzRl0TISkpiXC5XMLj8Rp1jS1tS+VbUrRSvqV8fw2+2fTLlipvSdoiScm7pbaVlG8p3/91vlujDW2NfLfUZ64L0jNRTUBJSQliY2MBQOwgW13XJA02fJeXl1Oeo2oe+K3rGluwrZcNPRtaSeqIpNqKbd0CgQBXr14FALHD4nVdA9jLm03dbMC2rVpin2bLNxtISj8lidZqQ1sq32z0TFLPLEmw5VuS4w4bSMr2f/r0CSdOnACHwxFztFTXNba0knzmuiCdREkhhRRSSCGFFFJIIYUUUjQCrSZOVE2UlpYiKyuLcqeppqbW7C6UpfhyEAqFaN++vaTZkEKKLwKpftcNqf2WQor/bVRWVoIQ0ujA8y0Z5eXlSElJQbdu3RjjMUnx30Or+hL1+fNn+Pv749KlS3j37h2qPzqHw4GmpiYVOVpRUZHxHjk5Obh+/TpevHhBDeLy8vLQ1NSEqakpTE1NGWMbxMTEIDw8HLKyspg2bRp++OEHpKamYt++fXj8+DEqKiqgra2N+fPn04KzjRw5EoMHD4atrS309fWb9MzFxcW0SOPp6ek4duwYHj9+jPz8fHTp0gVmZmaYOXMmFBQUqHIpKSnIz8+Hrq4ulRcXF4eDBw+K0S5atKjO+CzV5RATE4O8vDx06dIFgwYNEgtQWR8+fPiAESNGwNPTE8OHD6+13IsXL1BQUAA9PT0qDsCrV68QGRmJz58/Q1dXF7a2tozxWz58+IA3b95ASUmJ9vzVkZKSgkePHokFcRUKhUhNTYWSklKtcTtyc3ORlJRUa9DS+nDjxg1cuXKFisUgwv3793Hp0iUkJCQgKyuLioegpqYGHo8HGxsbGBsbM97z+vXriIyMRHx8PKNuT548udZP3UlJSbh06RJkZWUxbtw4qKiooKCgAEePHqXp98yZM8X0pKysDE+ePIGsrCwt/kpMTAwePXpE0VpYWNAG1IMHD2LQoEHQ0dFpkgyZUFhYiDNnzuDx48coKCiAkpISzMzMYGtri3bt6l5zKisrw7lz53Dv3j1KvwcPHozRo0fXG1OkOhqq37UhIyMDdnZ22LZtGwYNGsRYpql9QxR0MykpCUpKSrC0tGTs90+fPkVoaKiYfjYUr169QkJCAq1vsbXfbPpGeXk57t+/z2j3jY2N0atXr1qfpam2f+7cuRg0aBBGjRrV4Ng8IrC13V/C9r979w73799Hfn4+lJSUYGpq2uitMw3RbeB/2/anp6cjNTVVjJ6Nfr98+RKXLl2q9b3mp59+qjUGWVP1GwBOnz6Nc+fOQVZWFo6OjjAxMUFcXBz+/PNPxMbGoqKiAn379sXChQthbW1N0a1fvx6DBg3CsGHDmm2xiY3tB6q2/j19+pTqGwYGBo2eCIlsv5eXV4NjJVXHl7T9XwMCgQAFBQWMAaeTk5Nx+fJlRv3W0tKClZUVNDU1Ge/Lpm/Uh1YziUpNTcXMmTORmZkJY2Nj8Pl8qKqqokOHDigtLUV2djZiY2Nx7949dO3aFQEBAejevTvtHgcOHMDBgwdRWlpK5bVr1w6Kior49OkTCCHo06cPdu7cSYu6HBMTA0dHR7Rt2xaysrIAgICAACxYsAClpaXo168fysvL8c8//0AoFMLf35+aWIjuw+Fw0L17d9ja2mL06NF1DtrVsWTJEhBCKI8lL168wOzZsyEQCMDj8aCsrIzMzEz8+++/0NDQQGBgIBUp3snJCYqKiti9ezcA4M6dO3B2doaMjAzMzMwo2jt37kBOTg6BgYFUgLipU6di6dKlMDMzA1A1uCxZsgR///03CCGQkZFBWVkZOBwORo0aRYsKfv369TqfKTc3F25ubrSgh9VfNouLi+Hs7Ex5eVFQUICXlxcEAgEWLVqENm3aoKKiAgCgo6OD48ePU8ausrIS69evx+nTp6n79ejRAxs2bICpqSmNj/DwcLi6uiIhIYHK8/b2xqFDh1BSUgIAGDhwIH777Tex4HdMtI2Bt7c39u/fT9GXlJTAxcUFN2/ehJycHLS0tMT0OyEhAcXFxRg6dCj27t1L6WJRUREWL16MmJgYyMvLQ1ZWFrm5uZCRkYG5uTmysrLw4sULtG3bFuvWrcOkSZNovMTFxcHBwYHqF127dkVgYCAWLFiAd+/eoXfv3igvL8fbt2/RsWNHBAYGom/fvgCArKwszJgxA8nJyQAAY2NjHDx4EGvWrMHFixepOjgcDng8Hvz9/akXZB6PR708jxkzBra2tg16mRNh5cqVyMvLw5EjRwBUvRjNmjULaWlpUFRURJcuXZCdnQ2BQAAdHR0cPXqUqnvQoEHYsGEDLC0tAVQFVpw9ezYSEhIgJycHNTU1ZGRkQCgUon///jhy5Ag12LPV75cvX9ZJn5mZCWdnZ1rwQZEdYdM3BAIB7O3t8e+//1J1tWvXDk5OTli2bBlt8ai59ZuN/WbTNwDg/Pnz2LlzJ3JycqiJG4fDof0fPHgw/vjjD8p2isDW9nM4HHA4HBgZGcHW1hYjR45sUGBINrabLf3KlSvh4OAAQ0NDAFVBVP/44w+EhYWhsrKSqqNt27ZwcnKCi4sLlcdGtwGp7W+sfpeXl2PDhg04c+YMbVFCRkYGWlpaSE9PR3Z2NlRUVLB161YMHjyYxgsb/b506RJcXFygpqYGRUVFvHv3Dt7e3li2bBlUVFQwZMgQlJeX48aNG8jMzKQtKon6RqdOnWBlZQVbW9tGvQSzsf3u7u4YNWoUTe98fX1x4MABlJSUgBACDoeDjh07YtWqVZg8eTJVLiAgoE6+8vPz4eXlBTs7O2qMnDlzJnVdUrYfAB48eABPT09qgcHGxgaOjo40Wwmw0++aug0AFRUV2Lp1K4KDg1FRUYFu3bqJ6XdGRgbatm2LqVOnYt26ddSiJVvb3yA02hVFC8WiRYvIsGHDSFJSUp3lkpKSyLBhw8iiRYto+QEBAYTL5ZJt27aR58+fk8TERBIcHEwGDhxIjh8/TkpKSsjNmzfJ+PHjSb9+/cjbt28p2pkzZxJbW1uSl5dHKioqyLp164iZmRkZM2YMycvLo8qlp6eToUOHkjlz5lB5XC6X+Pj4EC8vLzJq1CjKg8j48eOJn58fycrKqvN5zMzMyOHDh6n05MmTyZAhQ8jr169p5R4/fkyMjIzI8uXLqTxjY2Pi5+dHpUePHk1Gjx5NcnJyaLQpKSlk2LBhZN68eTS+w8PDqfTWrVsJl8slO3bsIB8/fqSe183NjfB4POLv70+j5fF4hMfjES6Xy/irfr2mRxUPDw+ip6dH/Pz8SFRUFLGxsSE2NjZk4sSJJDIykgiFQlJYWEj8/f0Jj8cj+/fvp2iDg4MJl8sla9asIdHR0SQ0NJSMGjWKaGlpEV9fX1o958+fp9V96dIlwuVyyaxZs8jx48eJu7s7MTU1JXw+n1y8eLFO2sbiwIEDNPrNmzcTPT09EhYWRoRCISONUCgkYWFhhM/nky1btlD5mzZtIgYGBuTGjRtUXlJSEhk7dixZtWoVIYSQ/Px8sn79esLj8cjt27dp912wYAExNzcnr1+/Jjk5OWTBggXE2tqamJubk3fv3lHl4uLiiJGREa1vrV+/nhgYGJATJ06QS5cuERsbG7Jw4UJiYGBAzp49S/Lz80lOTg7x9/cn2traZMOGDRQtl8sljo6OxMrKitKDyZMnkxMnTojpKBOGDh1KfHx8qLSjoyPp378/uXnzJpVXWVlJIiIiCJ/PJ25ubrS6q+v3mjVriJaWFgkMDCSVlZWEEELKysqIt7c34XK5xMPDg0bLRr+rX6/vV5OeTd/Yvn070dXVJWfPniUCgYC8ffuWrF27lnC5XLJgwQJSXFxMlW1u/WZjv9n0jYiICMLlcsnSpUtJVFQUuXnzJtm1axfp168fOXfuHHn79i05ceIEMTc3J0OHDhWzx2xt/5YtW8jatWvJgAEDCJfLJXw+nyxdupRcvXq11mchhJ3tZktfs2/4+PgQLpdLli1bRp49e0YyMzPJw4cPiZOTE+HxeOTcuXM02qbqNiFS299Y/d6/fz/R0dEhJ06cILm5uaS4uJjcunWLmJubk507dxJCCPn333/J/Pnzia6uLomNjaXdl41+T5kyhUybNo2UlpYSQgjZs2cPMTQ0JNOnTydlZWVUOYFAQGxsbMiUKVOoPC6XS3755Rcye/ZsoqWlRXg8Hhk8eDDZtm0befHiRb0ybE7bHxoaSrhcLpkyZQq5ePEiefz4MTl37hyxtbUlPB6Pdk+RztZm92te/6/Y/hcvXhAdHR1iYmJCli5dSqZOnUp4PB4ZOXKkmE1mo981dVvEt5aWFtmzZw/JzMxkpMvMzCR79uwhWlpatLGWTd9oKFrNJMrQ0JD2ol4X/Pz8iKGhIS3PysqKrF69WqzsxYsXCZ/PJ/n5+YQQQoqLi8moUaOIi4sLVcbY2JhWt8id4pkzZ8Tu5+PjQ6u7ZoeNj48n27ZtI0OGDCFcLpdoa2uTOXPmkDNnzpDPnz+L3U9XV5ecPn2aEEJIaWkp4XK5JCwsjPG5PT09Sf/+/ak0n88np06dop6Ly+XSBrzq8PX1JT/++GOtfA8cOJCsXLmSkXbWrFlk7NixVNrU1JT8+OOPxNPTk9y/f1/sd+HCBcLlcom3tzeVVx02NjZk06ZNVPrvv/8mXC6XuLu7i9X9888/k9GjR1Pp8ePHk6VLl9LKCIVC8ttvvxEul0u7b01jMWXKFDJr1iwabV5eHpk7dy7R0tKivZQwGZqGGsfqPxHMzMzI3r17GaQrDnd3d2JmZkajZZLNw4cPCY/HI2lpaVSeo6MjmT59Oq2cmZkZOXToEJVOSEggXC6XBAcHi91z3759xMjIiEpbWFhQgzUhhNy9e5dwuVzi6ekpRuvm5kYGDx5Mpavr2LNnz8imTZuImZkZ4XK5REdHh8ybN4+Eh4eToqIiRjlU7xtCoZBoa2uTY8eOMZbdtWsXMTExYaybkCr78scffzDSLl26lFhbW1NptvrN5/PJjz/+SPbu3UvOnDkj9jt8+DClq6I8Edj0DWtra8ZBJjw8nPD5fDJlyhTqxYlJv2fMmNHg3/Dhw2n0bOw3m74xZswYsnjxYrFyISEhpH///pRu5eTkkKFDh5LffvuNVq65bH9paSm5cuUKWbp0KeHz+YTH45EBAwaQ3377TUw/CGFnu9nS1+wbgwYNIk5OTmJ0FRUVZOLEiWTy5Mm0epuq24S0XNu/evXqBv/Gjx/fbLbf3NycbN68WazczZs3iY6ODrXgWVlZSSZNmkScnZ1p5djo94ABA8iJEyeodHJyMuFyuSQiIkKM9siRI8TAwIBKV9exrKws4ufnR8aPH09NHGxsbIi3tzdJTk5mlENz2v4RI0aQyZMnU4tnIpSUlJCRI0eSGTNmUHmjR48mBgYGxMvLi6SkpJDU1FTa7+HDh9Q7miivOiRl+52dnYmVlRX59OkTlffw4UMyZMgQYmRkRB49ekTl19RvDw+PBv9mzpwp1jeGDRvGqKNM2LRpExk2bBiVZtM3GopW41iiTZs2tK0EdaGyslLsDENaWhocHR3FyhoYGKC0tBSJiYkwNDSErKwsJkyYAF9fX6pMWVkZ7ROh6AA00x7j+rZqaGlpQUtLC6tWrcL9+/cRERGBq1ev4u7du/j9998xbNgw7Nu3jyqvoaGB9+/fA6jadtK2bVvIy8sz3rtjx44oLy+n0pqamtTnYxkZGbRv3572yb86mGQmQmFhIfLy8mrd42thYQF3d3cqffnyZXh5ecHHxwevX7/Gr7/+Stta+eHDBwDADz/8wOjK8sOHD+ByuVRa9Fmc6UxZ//79cfPmTSr97t07TJ06lVZGRkYGmzZtgqamJnbv3o2cnBzs2LFD7F5JSUm0rSkAoKioCF9fX2zcuBHbt29HZmYmXF1dGeXQtm1baGpqUlsg60JsbCyePXtGpQUCAbp161YvHQCoq6tDIBBQ6YKCAkbarl27ghCCDx8+UNuURowYgV27dtHKFRYWonPnzlRa9F9FRUXsnmpqahAKhVT648eP6NmzJ5UWbVPV0tISo9XV1a016CGfzwefz8fatWtx9+5dRERE4Nq1a7h16xbk5OQwfPhw2NraYujQoRSNqqoq0tPTAVRtOaqsrKSdHazJd1FREeM1gUCAwsLCWreTDBw4kKZjbPX70qVL2LZtG44cOYLp06dj0aJFNLvx4cMH7Ny5EyYmJmJnqtj0jfT0dKp8ddja2kJdXR2LFi2Cvb09Dh8+zCiHBw8eoHPnzg3SU9GWKBHY2G82fePt27ewt7cXKyfazvny5Uv8+OOP6NKlCyZPnoygoCBaueay/e3bt4elpSUsLS0hEAhw+fJlRERE4PTp0zh16hTU1NTw008/YdWqVQDY2+7msv1FRUXIzs7GypUrxa61adMGNjY28PT0pPLY6Lboeku0/WfPnkX79u0b5Byluv0E2Ol3dna22HZDAOjTpw/Ky8vx7t07KCsrg8PhYPTo0bS2AtjpN9PZcQCMutS2bdtazz6pqqpi9uzZmD17Nt69e4fw8HBcvHgRe/fuxb59+6Cvrw9bW1s4ODjQaJrD9peUlCAlJQXOzs5iz9OhQweMGzeOZg/Pnz+P4OBg7N+/Hzdu3MCaNWuoba/V0aVLF8bzgpKy/XFxcXB0dKSN8/3798fZs2cxf/58ODo6wt3dnfEdz9PTk7b9uT7UlGNOTg7juMMELpeLkydPUmk2faOhaPhp5xYOU1NTHD16tN49pS9fvsTRo0fFXmRVVVURHx8vVj4+Ph4cDod2kPmbb76hvQT06tWLppA3btwAAPz1119i97t69Wqth+Oqg8PhwNjYGFu2bMHt27fh4eGBoUOHit1zzJgxCA0NxYcPHyAjI4Phw4fj2LFjYi8peXl5CA4Oph3snzx5Mk6dOoXnz5+jbdu2GDduHLy9vSl/+iK8ffsWAQEBYi98os4gJycHOTm5WgfaNm3a0DpOp06d4OrqivDwcBQXF2PUqFHYuXNngxVcVlaWdm5NdECS6ZBn27ZtaXzJy8vXWo+TkxO2bNmCK1euYP78+WLl2rVrR+0prg4Oh4MNGzZg8eLF8PPzg6urK22yKkLfvn0hKyuLtWvX1vurPhkAqiYdp06dEmvXmiguLsbJkyehra1N5fXs2ZPxnM7169eps3giMD1fjx498OjRIyot2nN9//59sbJ3796l3a9bt27UJB+o0iWg6qWkJhITE+s9YN+mTRsMGjQI27dvx927d+Hu7g5jY2NERUVhwYIFtLJWVlY4deoUCgoK0L59ewwcOJB2HkIEoVCI8+fP0wYgoGoAFQgEqKyshLy8PMrKyhh5Kisrox3SZavfGhoa2L9/P3x9fXHnzh1YWloiKCioQZMMNn1DWVmZevGoif79+yMgIAAFBQVi56ZE0NTUBJfLxblz5+r9TZs2jUbLxn6z6RsKCgrUeb3qSE5OBofDoclNVVUVBQUFtHJfwvZ36tQJEydOhL+/P/766y+4urpCWVkZfn5+VBm2tru5bH+HDh0gIyNT6wRRXl6e9nLFRreBlmv7NTQ0MHDgQDx8+LDen7OzM42WjX5/++23jHb6wYMH4HA4UFVVpfJE55irg41+9+3bF5GRkZQ8zpw5Aw6Hg2vXrtHoKioqEB4eTltsqw09e/bEzz//jMuXLyM0NBQODg5ITU3F5s2baeXY2n4R2rRpg7Zt26JLly6M15WUlGiT3jZt2sDBwQFXrlyBrq4uZsyYgeXLl1MLZ/VBUra/qKgI33zzjVi5Ll264Pjx4+jXrx9+/vln2gRGBBUVFQwePLhJug1UTeijoqLqnYQRQhAZGYnevXtTeWz6RkPRar5ErV27FjNnzsSECROgr68PXV1dqKqqon379hAKhcjOzkZcXByePXuG7t27Y82aNTR6W1tbHD58GN26dcOoUaMgKyuLR48eYevWrejTpw+t4RITE2neRWbPno0VK1Zg8uTJ6NKlC27fvg0TExPIyspi6dKlsLCwQEVFBS5duoT79+/jt99+a9Sz1VylrI558+bh/v37mDBhAqZMmYLBgwdj9+7dsLCwgLm5OVRUVJCZmYnr16+jvLycOkgMAA4ODnj69CmmTZsGKysr9O3bF/n5+bC0tIShoSGUlZWRlZWFJ0+eoHPnzli9ejWtbjc3N2zcuBFAlTFKSEigedgR4c2bN4yrQN9//z0OHTqEv/76C1u3bsXZs2fx888/ix3yrYnvvvsO7969o9KKioqIiIgQcxQCVK0+Vq+7b9++uHPnDuNXRwCYMGECFBQUsHLlSjx9+pR2rVevXrh//z5mzJjBSLtkyRIoKSlRE9+a4PP5OHXqVIPdW1c3Kr/++ivmzJkDa2trjBs3jlG/nz9/jvDwcOTm5tJeuBwdHbF69Wo4OjrCxsYGHTp0wOPHj3Hq1ClYWFjQVnKePXtG03WgyonIH3/8gdLSUigrK+PMmTPQ1tbG58+fsW3bNkq/IyMjcfXqVfz8888UrYWFBQIDA6GhoQFlZWXs27cPqqqqePz4MW7cuIEhQ4agsrISUVFRCAkJwZgxY+qViwgdOnTAqFGjMGrUKOTn5yMqKop2fcmSJbhz5w4mTpwIJycnODg4wM3NDWPGjIG1tTXVNyIiIpCWlgYfHx8a/fr167F+/XqqLZ4+fYqffvpJjI/Xr1+LORwAmq7fIgwcOBBnz55FcHAw9u3bh8DAQKxevbpOpzNs+gafz8e1a9ewdOlSxnvzeDwEBQXB0dGR8WsUn89HdHQ0dfC6LtS8zsZ+s+kblpaWOHHiBHg8HqytrdG+fXvExsZi48aNUFdXp71cJScni03yv7Ttr74KL1qAANjbbrb07u7u1KF9DoeD169fY8SIEWL8JycnQ1lZWSy/KboNtGzbHxMTU+eziVCzb7DR78mTJ2PHjh2Ql5fHqFGjKNt/8OBBGBoaokePHlTZhIQEsUk+G/1euHAh5s6di+HDh0NBQQGJiYmwtraGpqYmJk6cCHNzc1RUVODq1atISkoS2wFRH/T19aGvr0/tTqgOtrb/2LFjuHz5MoCq96/qOlcdHz58YJxgKSoqYsOGDZg6dSo2b95MeRUdPXp0g57ta9v+Hj16IDY2VsypFFA1CfPx8cGqVauwfv16MQ+MfD4fsbGxjJOwmmBy6rB48WIsWbIEkyZNwpQpU2q1/aGhoYiPj4eHhwdFy6ZvNBStZhLVtWtXnD17FoGBgbhy5QpCQ0NpKwTt27dH37594eLigmnTpol9jl68eDESExOxb98+7N+/H0DVi5OGhgb27t1LK5uRkUFzfTpq1Ch8+vQJgYGByMjIwMiRI7Fu3TrIyclh6dKl1IDfpk0b2NnZ0baPaGho1Lr9jgk1V/zat2+PI0eO4OjRozhx4gSys7Opa6KVl3bt2mHQoEFYuXIlzUMTh8PBrl27MGzYMAQEBCAyMpJ6cb937x6AqlWGqVOnwtnZmbZqxRTdmwmFhYW4cOECzM3Nay0zdOhQmJmZ4dixY9i1axcUFBTqfAkzMzOjfTVs06YN7blEELlrHjZsGJU3fPhwbN68GUlJSWKTBRFGjBiBw4cPY+HChbR8c3Nz7Nu3D+np6YwvzUDVy4mSkhK17aY6JkyYABUVFQgEglpXtkQYO3Ys+vXrR6UNDQ0REhICd3d3HD58GOXl5TQZEULQrl07mJiYwMXFhbbiMm7cOOTn58PT05MabDgcDmxsbKhJsAi9e/fGqFGjaHlTp05FcnIyQkJCUFJSAn19fezcuRMdO3bErFmzcOzYMYoHMzMzzJ07l6JdvHgxHj16hD/++ANA1Wrwnj170KVLF8ycORNlZWUghKCiogIqKiq0CVhjoKioiClTptDyOnXqhKCgIOzcuRNbtmyh6srLy8Pr16+pcj/88AMOHTpEm9wwRVSvHh5AhNzcXERGRtY5+WusfleHaGVz9OjR2LdvHxYsWAAdHZ1a6dn0DRsbG6xfvx4PHz6s1T1zjx49EBISgrlz59JkCFT1j4yMDGRlZdX7RXHAgAFYvHgxlWZjv9n0jZUrV+L58+dYtWoVVq9ejbZt26K8vBydOnWCt7c37T6PHj0Ss2NsbH9j8f3331P/2dhutvQ1dUNfXx9paWli/AqFQly4cIFmx6qjsboNtFzbP3DgQMTGxtZJLwKPx6O9X7DRb0dHR2RkZCAwMJB6HyCEQF9fH3v27KHV265dO7FJIhv9NjU1xYEDBxAUFASBQID58+dj4cKFkJGRQW5uLnx8fFBeXg4FBQUsW7aMcYGqIRDtTqgONrZfQ0MDubm5yM3NBVD1temff/4Rm3wTQnD58mXGrekicLlcHD9+HFFRUdixYweCgoL+k7bf1NQUp0+fxtq1axm/XMnIyMDd3R2dO3dGcHAwjQc9PT1ER0cjLS2N0XV5dWhoaIiFvBk+fDh8fHywY8cOuLm5MT4fIQS9evXCgQMHaHyz6RsNRatxcV4Tog4jCtbYuXPnBilvbGwsHj9+DKFQiO+//x5Dhw5lHacgJSUFOTk56NGjR70vz2xACMG///6L5ORkFBYWQlZWFqqqqujbt2+D3OYKBAKkpKTQaBsbv6QmRKsBCgoKDVqp+PjxI3x8fJCenk5zAd0UCAQCxMfHQ1NTk3oO0R5nFRWVWuN8iJCWlobU1FRqK0teXh6ePn2KH374od74J7GxsUhKSmrwZLMxEAgEeP36NbKzs6l4CA1pZ6FQiMTERAiFQmhqatb7/DVBCEF5eTlt61pFRQUePnyInJwc9OzZkzGmEyEEz58/p9zJirbGpqSk4MyZM8jJycH333+P8ePH0/ZkP3jwAL1792ZcyW4sPn/+jH/++Qfv379HUVERJTMdHZ0GhxNoDrDV79evX8Pd3R0ZGRk0N7eNBVPf+C+hqfa7KX2joqICly9fpux+r169MHr0aMYzf43F17L9bG33l7D9Ih3T0NBgXA2viebS7ep1S21/FTIzMxEbG0u91zTlZZIJbPS7rKwMeXl5UFZWFjsKIPrC0xwBab+U7c/Pz0d0dDT69u3boFiGQqEQgYGBSE9Px6RJkxgnOHXhS9r+N2/e4OTJk7C1ta1XN/z9/fHq1asmxwisC0lJSYiPjxfTby0tLcazfdXR1L5RH1rtJEoKKaSQQgoppJBCCimkkKIpaDXb+UQQCAS4detWrVGPhwwZwmpW2hS8e/cOnz9/Rp8+fRq1svL27VsqOnb1vctfC03lu7S0FAUFBVBUVGy2aOONgVAobNCWOUmivLycFiVdKBTi4cOH+Pz5M3R0dBoVVLah+C/2jdLSUjx8+BDa2tp1tldFRQXev3+PrKws6uuEmpoaNDU10bZt26/IcRWys7OxdOlS/PLLL2LbE6rj48ePtUZRr7nF6mugoKAAhw8fxtixY2vd0vRf1JOWKu//gg0VCAQoKCiod6tNdTSVb0mjJdh+SSE2Nhbx8fGMfZrJg9uXRkvt06IjCoMHD66zT9Umb21tbVY7bJqKhtj+6iCEUHw3dAvil0BD5f2l9KRVTaL8/f3h6ekJgUCANm3aoHPnzlTk4ry8PFRWVqJjx45YvHhxrYdLGwJvb294eHjQ9p+eOXMGfn5++Pz5M0xMTLBu3TqUlpZiwYIFiIuLA1B1EH7ZsmWYM2cORRcaGgoTExPaJCkyMhI7d+5ERkYGlffdd99h3bp1Yl7bJMX37du3wePxaFteHj16hN27d+PZs2eorKxE27ZtMWDAALi6utKif7PlGaiKpH7s2DGKb2dnZ5SVlWHNmjW4evUqCCFQV1eHq6srRo4cSdG9ffsWampqtDMV79+/h6enJ2JiYqhJ6+DBg7FkyZIGu8+sicDAQBw9elTMK56HhweOHTuG4uJi9OvXDzt37kRxcTHmzJmDjIwMEELQpk0bTJs2jXZIly3fbPvGmzdv4OvrS4tmPnbsWLFy165dw9atWxm9ATLh48ePmDdvHry8vBjdp6akpMDLywvXrl1DYWEhANAcF8jLy2PEiBFYsmQJ48QzNzcXQUFBNL6ZBuy7d+/Cx8eHijhfnye93NxcPH36FJmZmVTZ6hOLZ8+eYdeuXXj06BFIVbw+Gj2Hw0G/fv3wyy+/iB3UZcN3ffj8+TN8fX1hYGDAOJBKSk8kLe+GoLY+/V+3ocePH8f+/fuRkJDQLHxL2oa2VNufmJiIkJAQFBQUwNTUFOPGjUN5eTnc3d0REREBgUAAXV1drFixAj/++GOz8X3lyhVs374daWlpjB7QOBwOo7xEePDgATw9PWl92tHRUcxJQHh4OFxdXSk9k3Sf/lI2NC8vD7///ju8vLwYX+rZyltStr+iogLnz5/HpUuXkJCQgJycHOqasrIyeDweZc+rLwAD//+cVVJSEpSUlGBpack4Hj99+hShoaGN2gpYn7y/tO1vNdv5AgMDsWnTJipegI6ODu3sRllZGZ4/f47g4GBcuHABv/32Gy2uQGPg7e1NG5T++usvODs7Q0tLC127dsXff/8NKysrVFRUoKSkBCNHjkRJSQnOnj2LFy9ewNPTk/Lxr6WlhR07dsDW1hZA1cvFkiVL8O2332Lq1KlQV1dHcnIygoKCkJeXhxMnTjT5JeBL8v3PP/9g9uzZkJOTw08//UTxHRkZCQ6Hg5MnTzZo9aM+ngHgyZMnmD59OpSUlKCkpITExERMnToVQqEQcXFxGD58OIqLi3H58mVkZGQgICCAMkI1+X79+jUcHBxQXFwMExMTqKurIyUlBffv30eXLl1w6tSpJg2mTHyfP38erq6uMDc3h4aGBs6cOUMNlpqamhg5ciRKS0tx8uRJXL9+HX/++Se1r54N32z7RnJyMjXg9+nTBzk5OcjMzMSAAQOwd+9e2pmlmgNpfcZSIBDg9OnTMDc3R48ePcDhcChPYC9fvsSMGTPA4XBgbW0NPp8PVVVV6qU+Ozsbz549w+XLl0EIwfHjx2kvmh8/fsSECROQlZUFRUVFFBUVoby8HKNHj8amTZtoLwE1+a7rsLAINb3QiWhjYmIwb948aGhowM7ODnp6elBTU6M8BmVlZeHZs2c4e/Ys0tLS4OvrS4tBxYbv+s5hlJWVITExEd27d8c333wDDoeDM2fOAJCsnkhS3g0FU59uqTa0Ofn+mja0pdr+xMRETJo0iYq7VFhYiEWLFqG4uBgREREwNTVFSUkJ7t69C6FQiLCwMMozJBu+IyMjsWLFCvTv3x/29vaMNvTp06cICQnB48ePsXv3bppjofj4eEyePBkKCgro378/VV5TUxMHDhygnSn6L/VpNjaUyalQdRQXF+POnTvQ19eHqqoqOBwO5TGOrbwlZfs/ffqEuXPnIj4+Hj179mTkOzY2Fu/evYO2tjaOHDlCnSsUCARiYS/atWsHJycnLFu2jNa+NXlmK++vYftbzZeogIAAjBs3Dtu2bWO8LiMjA0NDQxgaGqJNmzYICAigvQDUFuSTCTVX9Hx9fWFkZEStCPj7+2PHjh0wNzfHoUOHqHJTp07FmDFjcOLECWpAqjnH3b9/P77//nucOXOGto3C3t4eY8aMgY+PD80d53+F7127dlEGvLrrzPnz58POzg5eXl5UwF02PAOAl5cXuFwugoKCICsrC3d3d/j5+aFfv344ffo0tUqyePFi2Nra4ujRo9RAWpPv7du3g8Ph4NSpU7QXcJE3Hk9PTyoGhSg+UkOQmpoqlnf8+HFYWlpSBkBPTw+rV6/G2LFjsWHDBqrc0KFDMWXKFISFhVGGkQ3fbPvG3r17IS8vj8DAQMoF7vnz57Fp0yZMmTIFR44cqTX+zbFjx+oNxMfhcKj4I9UnUVu3bkW3bt1w7NixWrfn2NnZwcXFBbNmzcK2bdvg7+9PXdu/fz8KCwtx4sQJ9O/fH0VFRfD398eBAwfw7t07HDx4sNb7EkIgLy8POzs7Rq98+fn5OH78OGxsbMQOJ+/duxd6eno4duwY41as3r17w8TEBI6Ojpg5cybc3d0RFhbWLHwnJCRAXl6+1oPOIo93cnJyYlvyJKknkpI32z4tKRtaMyhqXWB6xubk+2va0JZq+/fv3w81NTUEBwdDSUkJ69atg7+/P3744QdERkZSTpfS0tIwYcIEHDp0iApHwoZvHx8fDBs2TMyFN1Dlbvq7777Dd999B1tbWzg7O8PHx4f2Ur9//358++23CA0NpZz+/PPPP1i5ciXs7e3h7e3NGExWxHdLtKHXrl2DrKxsrdcrKirA4XCQkpKC7Oxs2iShOeQtCdu/fft2fPjwAX5+fjAxMWGkB6omLcuXL8f27dupcULE27Zt22BpaYns7Gz4+vrCx8cHr169wp49exhdm4vARt5s9aRBIK0Eenp6JCwsrEFlw8LCiJ6eHi2Py+USHo9HuFxug348Ho+iNTIyIsePH6fSycnJhMvlkvPnz4vV7e3tTYyMjGj1hoeHE0IIKS0tJVwulwQFBTHyvX//fhrtf4VvoVBIeDwe8fPzY+R7586dxNTUtFl4JoQQMzMzWl1v3rwhXC6XnDlzRqzuffv2ERMTE0a+y8vLiY6ODvH29mbke9OmTWTIkCFifDfkx8R3v379SGBgIJVOTU0lXC6XXLx4UaxuX19fYmho2Cx8s+0bw4YNY6wrMTGRDB8+nBgbG5Nnz54RQgg5f/487bmdnJyIgYEB8fLyIiUlJWL3SElJIVwul1y7dk3smoGBAU1edSEwMJAYGBjQ8kaMGEHc3d3Fyj548IAYGRkRKysrkpyczMj306dPiZ2dHRk4cCA5ceIEqaiooN1D1HZMfPP5/AbLOzQ0lPD5/Gbj+9ChQ8TQ0JDMmjWLJCQkiN2jLnlLUk8kJW+2fbql2tDm4vtr29CWavuHDBlCDh48SKVfvXpFuFwuCQkJEat7x44dZNCgQc3CN9s+bWZmRo4cOSJWNicnh0ycOJHo6+uT69evE0L+O32aEHY2dMOGDURHR4esXbuWZGdni93jS9pQSdl+IyMjmn7WBR8fH5o9sLa2Jlu2bBErFx4eTvh8PpkyZQrJy8tj5JkQdvJmqycNQav5EtW9e3fExMQwBguriTt37oi5XFVUVISWlpZYUEEmhIWFITg4mEoLhUJ06NCBSotm+UyH2ZSVlVFUVMR4X/J/n7ZriyPRrVs3Mdr/At/l5eUghNQacVxTUxP5+fnNwjNQtbe3urt00QoZ09YLdXV1FBQUMN67pKQE5eXltUYr79u3L0JCQqi0vLw8eDxeg87TRUVF4eLFi7Q80RmH6vcDwOhuV1FRUSx6fFP5Zts38vLyGN099+7dGyEhIXBycsKsWbOo+GrV4evri5s3b2Lr1q04efIkVqxYQW1LAcQDS1aHrKwsTW/qwqdPn8RWu7Kzsxn3ZQ8YMABBQUGYO3cu7O3t4evrK1ZGX18fJ0+exJkzZ+Du7o7AwEC4uro26EyigoICkpOTG8R3cnKy2CotG77nzZuH8ePHY9euXbCzs8P48eOxfPlyaitdXfKWpJ5ISt5s+7SkbKiKigq0tbVpwdNrw+HDh2lfl5qT769tQ1uq7f/06ROtb4j+M/Xznj174tOnT83Ct6qqKl68eNGgPh0XFyfW/kVFRYyhSbp06YLjx49jyZIl+Pnnn7FhwwaaPgEt14b+/vvvmDp1Kv78809YWVlh/vz5cHR0pL501GVD2cpbUrZfKBSKxU6tDR07dqTF8EtPT0ffvn3Fytna2kJdXR2LFi2Cvb09Y4B2gJ282epJQ9BqJlFz5syBm5sbysrKMG3aNOjo6NAEVlBQgLi4OAQFBeH69etiQUb19PTw5s2bBh3eran4qqqqyMzMpNJycnKYM2cOYzyJjIwMWiwcoGqfqOggr5ycHD58+MBYb1paGhVj57/A9+3btylj37FjR2RlZTHWm5WVRWsLNjwDVYN69aDC7du3h5WVFeML3MePH8VkFh8fT01gOnbsWOuA9enTJ9pnb11dXWRmZmLEiBH18l19f7AI3bp1owWl7NixI9zc3BhjVaSmporFR2oq32z7hoaGBl69esVYl4qKCk6cOAFnZ2csXLgQQ4YMESszbNgwKtjs77//joCAAKxdu5Z2eJoJI0aMwJEjR8DlchmdTohw/fp1+Pn5wcbGhpbftWtXvH//npGmd+/eCA4OhqOjI2bMmAFra2vGchMmTMDIkSPh5eWFJUuWwMjICGvWrKnTY9mYMWPg7+8PNTU12NnZMZYtLi7GyZMncezYMcycObNZ+VZRUcG2bdswbdo0bN68GVZWVnB2dsbs2bNr5RmQvJ4AX1/ebPu0pGwon89HbGxsg2LvMW2lYcu3pGxoS7X9nTt3ph3Ub9++PXR0dBjbr2bdbPieOnUqdu/eDVlZWdjb2zNup33//j2CgoJw8uRJLF++nHatR48eiI2NZZwUyMnJwcfHB6tWrcL69etrPavdEm0oj8dDQEAALl26hJ07dyIsLAwrV66sNyAwW3lLyvYbGhoiICAAVlZWdXqyy8rKwvHjx2kBtJWVlZGens5Yvn///ggICICTkxN1JIUJTZU3Wz1pCFrNJGrSpEmoqKjA3r17ce3aNQBVhkpGRgZCoZCKWK2oqAg3Nzcxo8Dn83H79m18/Pix3iCLCgoKtK9Furq6ePLkCZWWlZWFq6srI+29e/fEJg9///03/v77byp98eJFRqcXN2/eFFuBkiTf58+fx/nz56n01atXMXnyZEba6gei2fAMANra2nj27BmV7tixI+PqNlB1ELnmYWw/Pz/4+flR6Vu3bmHChAmMtNWNIJ/Px5EjR5Cfny82ONcEYfASo6enh0ePHlHp9u3b1+rc5K+//oKurm6z8M22bxgZGSEqKgqurq5iXnmAqlVsPz8/LFu2DNHR0YwrRzIyMnBycsLYsWPh7u4OBwcHWFtbY+rUqYzPDwCrVq3Cv//+i8WLF0NNTQ06OjpQVVWlDo1mZ2fjxYsXyMrKgr6+PlatWkWjNzQ0RFRUFFauXMl4f3V1dQQHB2PevHk4depUrSteHTt2xKpVqzB58mRs3boV48aNg4WFRa3lly1bhvT0dGzZsgU7duxAr169xPh+8+YNysrKYG1tjWXLln0Rvvl8PsLCwnD27Fns3r0bISEhcHBwqLX8f0FPgK8rb7Z9WlI2VE9PD9HR0UhLS6vXdbmGhoaYdy+2fEvKhrZU28/lcvHixQsq3alTJ5w+fZqR/sWLF2JfJJvKt5OTEwoKCuDn54djx46hU6dOUFFRofrGx48fIRAI0LZtW8yZMwfz58+n3c/U1BSnT5/G2rVrGV9QZWRk4O7ujs6dOyM4OPg/0aeB5rOhNjY2sLCwgK+vL9atW4fjx49Tzo6YwFbekrL9a9euhYODA0aOHAkLCwvo6uqKOWiIi4tDdHQ0OnTogDVr1tDqunbtGpYuXcp4bx6Ph6CgIDg6Otb6NUqExsqbrZ40BK3GO58IpaWluHfvHhISEhijHhsbG4t9dgaqPlt/+vQJampqNI9UDUFKSgqysrJos3Mm5ObmYufOnbC0tKxzZZ0Jnz59QmBgIH788UeYmZlJnG+mr2Vt2rQRm/CIaAcPHkwdoGTDM1D1GTw5OZl2ILM2vl1cXDB27FhqwHnw4IFYORkZGbGvIiJaS0tLTJ8+HUDVp/a3b99CV1eXWhVsDPLz8yEQCOqNeC9ycWpsbEy9/LDhW4Sm9o3nz5/D19cXjo6OdXqGrKysxNatW/Hy5UscP368zmeMjY3Fn3/+idjYWBBCaN6/qoMQgkuXLuHKlStUDIjqcaJ4PB5GjhwJa2trsaj3MTEx2LVrF9asWVNnHJLi4mKsXLkSL1++RHR0dJ18A1UvMLt27UJ6ejp27dpV6/aU2NhYREVF4eXLl2Ly5vF4lMfBmvgSfBcWFuLAgQMICAhAWVkZvLy8GOUN/Lf0BPiy8mbbpyVlQ9mCDd+StKEt1fbfvn0biYmJ9X4RyM3Nhb29PSZPnoy5c+ey5luEzMxMXLt2rda+MWLECHTt2lWsnjdv3uDkyZOwtbWFtrZ2nbz7+/vj1atXDXJf3RJtaFpaGnbs2IGoqChwOJxaxyyg6fKWpO3PzMyEt7c3rl69SvtqKkKXLl1gZWWFBQsW0LbPXrlyBevXr4eHhwcGDBhQKx8fP37E3Llz8fr1a0aHYTXRGHk3VU8aglY3iZJCCilaDq5cuYL09HRYWFh8kQDDUtCRnZ2NnJwcdO/e/asHzJVCCimkaOl48eIF0tPTYWBgUO9Omv8SGmP7MzMzxSYjTJO+rwFJy1s6iZJCCimkkEIKKaSQQgoppGgEWs2ZqOoQCATUnv5x48Y1+JoIJSUleP78OQCIfZ6s6xpb2pbKt6RogaoYAqID0jXPBtR1TZK0ALu2ZlM3Wx1j+9wtEZJqK7ZoqXoiKXmzbavWOG5IUt4t1fazAZu62Y61ktLRljrmsJU3G7RUmbHBF3vmRjtF/x9AUlISY6yG+q41B72kaFsq3831zFpaWo26Jkna6mXYyIwN35KQd3JyMrGwsCDDhw9v1DW29bKll1RbNRffLU1PJN03JNmnW+q4IUl5t1Tb31L7tKT0u7XK+2vznZaWRmbMmEFmzpzZqGuEsBvj2fLNVk9qQ6v8EqWmplbr4ca6romgpKSExYsXM3oEqesaW9qWyrekaAHgm2++wbhx4xjL1HVNkrQAu7ZmUzdbHWP73ITBc1VDrsnJydW6YlfXteagl1RbseW7peqJpOTNtq1a47ghSXm3VNsvqT7NdqyVlI5KUt5saNnKW1J6UlxcjAcPHjBer+uaCE0d4wHJPXNdkJ6JkkIKKaSQQgoppJBCCimkaATa1F9ECimkkEIKKaSQQgoppJBCChFa3XY+gUCAW7duUTFlRC4a1dTUoKWlhSFDhjTJtW9ubi62bNkCR0dH6OjoMJb58OEDZGVloaysTOW9e/cOT58+RXl5ObS1teuMtSAUCtG+fftar5eUlCA3N5d2MO7JkyfQ09NjDG7ZnBAIBCgoKGjSQcSG0BJCcOPGDTx+/BgFBQVQUlKCqakpBg4cWOe9P378yNjWPB6vzsjbtaGgoACHDx/G2LFjxQI1VkdRURH+/fdfql55eXn07NmzTprqKC8vp7WZUCjEw4cP8fnzZ+jo6DTa3bdQKIRAIECXLl0Yr5eVleHJkyeQlZWlxUuIiYnBo0ePUFFRAW1tbVhYWKBt27aNqrspIITgzZs3KCgoQJcuXRgju/9X8fbtW+Tn56NLly7o0aNHnWWbWz+BqrgfFy5cwODBg+s8dF+zHT9//oyXL1+ivLwcXC63Vl0Bml8/RfeoTUcvXLgAExMTmu2UJF69ekXZoi5dusDY2LjeZ46NjUV8fDzjuKOvr//FaGuiMfoJVI1R1euWl5eHpqYm+vXr16Sxsj5bBLDXz6+NrKwsqKmpSZoNVmCrY82po0CVy+2lS5fil19+qTMmEtuxtrWjKbZMkvj48SOtrXv06NGg2GxfYqwFWtkkyt/fH56enhAIBGjTpg06d+6MDh06oLS0FHl5eaisrETHjh2xePFiODo6NurexcXFuHjxIn766SexSdTnz5+xcOFCPHr0CAAwYcIEbNmyBe7u7jh8+DAqKysBABwOB0OGDIGHhwdtshQeHo59+/YhLS0N8vLysLa2houLi5hP/CtXrsDV1ZUWqMze3h6KioqwtraGra1tncaIDY4fP479+/c3KEhafbTbt29HVlYWdu/eDaBqgjp//ny8ePEChBAq2vShQ4cwbNgw7Nu3T2xy+ezZM+zatQuPHj1i3GfL4XDQr18//PLLL3UG/qyJz58/w9fXFwYGBoxGOikpCXv27MGtW7dQVlYmdl1VVRUzZ87E7NmzGSe2Hh4eOHbsGIqLi9GvXz/s3LkTxcXFmDNnDjIyMkAIQZs2bTBt2jT89ttvNNqYmBgcO3YMnz9/homJCZydnVFWVoY1a9bg6tWrIIRAXV0drq6uGDlyJEWXlZWFGTNmIDk5GQBgbGyMgwcPYs2aNbh48SJNZjweD/7+/lBUVKTV/ebNG/j6+uLNmzdQUlKCjY0Nxo4dK/Z8165dw9atW3H9+nUAVUEVMzMzMWnSJKpMQEAAfHx88OnTJypPQ0MDq1atovHdGAQGBuLo0aNUvWzpQ0NDYWJiQnsJjYyMxM6dO5GRkUHlfffdd1i3bp1YsMgvpZ8AkJeXh99//x1eXl5ikyihUAg3NzdcvHgRMjIymDdvHhYtWoTQ0FBs374dxcXFAIC2bdti8uTJcHNzo+0TZ6OfQNN19JdffkG7du1gbGwMW1tbWFpaNiqoaVP188iRI0hPT6eepaSkBL/88guuX79Oa7O6nvnKlSvYvn070tLSGPf7czgcxmdmQ8tWPwHg/v372LZtG16+fEnLF/HRoUMHTJgwAStXrhSbTDW1ndnqJ9D0tmZDO3ToUPTp0we2trYYPXr0F/VqVtMWvX37FmpqaujYsSNV5v379/D09ERMTAw1YR48eDCWLFlCC4QKsNNPNvQCgaDO58zNzcXTp0+RmZlJla2uZ2zH2sTERISEhKCgoACmpqYYN24cysvL4e7ujoiICAgEAujq6mLFihW0wMW6uroYNGgQxowZAwsLC8jKytb5HDXx4MEDeHp60nTM0dFR7D7h4eFi73MiuQQFBdHomd7r7t69Cx8fHwQEBABoHlvWENy4cQNXrlyp8xxbWVkZzp07h3v37iEvL4/Sz9GjR6NNG/ENcrm5uTh48CAuXbqE7Oxs2jUOhwM+n49Zs2bBxsZGjPZLjrVAKzoTFRgYiE2bNsHW1hYODg7Q0dGBjIwMdb2srAzPnz9HcHAwLly4gN9++w0ODg7UdSMjozrvX1lZCYFAADk5OcjIyIDD4eD+/fsAgN27d8PPzw8zZsyAiooK/Pz8MHz4cJw+fRoLFizA8OHDUVZWhgsXLiAgIADz58/HihUrAFQNRnPmzEGvXr0wdOhQZGVl4dq1a5CXl4eHhwet8zB1Oh6PB3V1dWrgVFdXx+jRozF69Gj07duXvWD/D97e3k2eRNWktbS0xNixY7FkyRIAwLJly3Djxg2sXr0aY8aMQadOnfDp0yeEhYVh3759mD17NlatWkXdLyYmBvPmzYOGhgbs7Oygp6cHNTU1avKVlZWFZ8+e4ezZs0hLS4Ovry+MjY0BAOPHj6+T17KyMiQmJqJ79+745ptvwOFwcObMGQBVQd9mzJgBRUVFyrg+evQIcXFxWLFiBTp16oQ7d+7g2rVrMDIywsGDB2mTv/Pnz8PV1RXm5ubQ0NDAmTNnKOOtqamJkSNHorS0FCdPnsT169fx559/Uvw+efIE06dPh5KSEpSUlJCYmIipU6dCKBQiLi4Ow4cPR3FxMS5fvoyMjAwEBARQurNhwwaEh4fjl19+gbKyMvbv34+ePXsiJiYGGzZsgIWFBcrLyxEREYEdO3Zg0qRJ+P333ym+k5OTqQGoT58+yMnJQWZmJgYMGIC9e/fSvh7U1NHJkydDT08Pbm5uAKoWOrZt2wY+n4/Ro0dDRUUF6enpOHfuHJKSkuDh4VFrVPK6wEY/mei1tLSwY8cO2NraAqh6qVqyZAm+/fZbTJ06Ferq6khOTkZQUBDy8vJw4sQJykCz0U8AVL+oDcXFxbhz5w709fWhqqoKDocDDw8PAMChQ4fg7u4OKysrqKio4Ny5c5g3bx7279+PcePG0WxRdHQ0Vq5cCScnJwDs9BNgp6M8Hg/a2tp4//49CgsLIScnBwsLC9ja2mLw4MF1fh1lo5+jRo2CpaUlXFxcAABubm44deoUHB0dYWtrCxUVFWRkZCAsLAwnT56Ei4sL5s+fT90vMjISK1asQP/+/WFvbw8+nw9VVVVq8S47OxtPnz5FSEgIHj9+jN27d2PUqFGsadnoJwDcuXMH8+fPh7a2NmxsbCArK4t//vkH165dw7p169C9e3fcuXMHoaGh+PbbbxEUFES94LJpZzb6ybat2dDyeDzIycmhuLgYbdq0gaGhIWxtbWFtbS224MQW9dmi169fw8HBAcXFxTAxMYG6ujpSUlJw//59dOnSBadOnaImUmx0jC29lpZWvc9KCKFNkkXPzHasTUxMxKRJk1BWVgZZWVkUFhZi0aJFKC4uRkREBExNTVFSUoK7d+9CKBQiLCwMXC4XQFVbiyAvLw9LS0vY2trC1NSUcQJQHfHx8Zg8eTIUFBTQv39/Sj6ampo4cOAAevXqRZVlep/7+PEjJkyYgKysLCgqKqKoqAjl5eUYPXo0Nm3aRJuINbctayhq6uegQYOwYcMGWFpaAgDy8/Mxe/ZsJCQkQE5ODmpqasjIyIBQKET//v1x5MgRWlulpKTAwcEBAoEARkZGkJWVxbNnz5CdnY158+ahsrISd+/eRVxcHMaMGYPt27dTtGzH2gah0f78WiisrKyIq6trg8quWrWKWFlZ0fK4XC758ccfyS+//EJWr14t9lu6dCnhcrlk5syZVF71ujdu3Eilr1+/TrhcLtm2bZtY3StWrCAWFhZUesaMGWTChAmktLSUynv37h0ZO3Ys4fP5JCoqiso/f/68mEtMLpdLwsPDSXp6Ojl06BAZM2YM5TrT1taW+Pr6kvT0dEY5eHh4NPg3c+ZMWt1saPX09MipU6cIIYSUl5cTXV1dcuDAAUYe//jjDzJ48GBa3uTJk8nUqVNpMmNCaWkpmTJlCpk0aRJNXj/++COZPn0642/y5MmEy+WS0aNHU3kizJo1i4wbN44UFxfT6tm8eTOxsrIilZWVhBBCHj16RPT19YmXlxet3MSJE8mSJUuo9NmzZwmXyyWrVq0S4130jCLMnTuXjB8/nqp79+7dRFdXl8yaNYuUlZVR5T5//kyGDRtGFi5cSOVZWFiQnTt3Uum7d+8SLpdLPD09xep1c3MTk7eLiwsxMzMj7969o/LOnTtH+vXrR4YPH07Lr6mjhoaGJDAwkEqbmZmRRYsWidVbVlZGpk6dSsaPH0/lPXjwoMG/tWvXivUNNvSifiWCra0tsba2JkVFRbQ6cnNzyaBBg4izszOVx0Y/RXXr6+sTc3Nzxt+QIUMIj8cjJiYmxNzcnGZPRo0aRdMnUXusW7dOrH4nJydibW1NpdnoJyHsdFQk75KSEnLx4kWyYMECoqurS3g8Hhk4cCD5/fffyaNHjxjlyEY/+Xw+CQsLI4QQUllZSQwMDMj27dsZ6/nll1/E3PPa2trS2r4uzJ8/n9ja2jYLLRv9JKSq/aZPn07ZLBF8fHzIoEGDqPZ6+/YtMTIyoo1lbNqZjX4Swq6t2dByuVxy/vx58s8//5ANGzaQgQMHEi6XS3R1dcnChQtJZGQkKSkpEXsGEZrTFjk6OpIBAwaQhIQEWh0PHz4kenp6NFmy0TG29KKxdsuWLYzvBZs3byZcLpe4uLhQeSKwHWuXLl1KrKysSE5ODqmsrCRr1qwhhoaGZMqUKaSgoIAq9+HDBzJw4ECyYsUKGt+hoaHk/PnzxMnJiejo6BAej0dMTU3J5s2bybNnz2qVgbOzM7GysiKfPn2i8h4+fEiGDBlCjIyMaDaM6X3Ozc2NGBoakocPHxJCCCksLCReXl5ER0eH2NnZkZycnFrp2dqyhuLAgQN16ueaNWuIlpYWCQwMpNqprKyMeHt7Ey6XS2tnQghZtGgRGT58OMnKyqLyhEIhWb58ObGzs6PyLl68SLS1tcmJEyeoPLZjbUPQaiZRenp6lALVh7CwMKKnp0fLu3jxIjE3NyfW1tbkxo0bYjQpKSmEy+WSa9euiV3T19cnJ0+epNIZGRm1lg0JCSG6urpUeuDAgSQgIECsXHFxMXF2dqYpTV2TqOr4999/ye7du4m5uTnlG3/69OkkLCyM5Ofn02h5PB7hcrkN+tXsOE2lHTRoEDl06BD1nFwul1y5ckVMBoQQcuLECbG2qm4s6kNoaCjh8/lU+tChQ8TQ0JDMmjVLbBAipO52NjAwYGyrt2/fEi6XS168eEHlbdmyRWyi3q9fP9qEIjU1lXC5XHLx4kWxe/r6+hJDQ0MqbWZmRvz8/Kj0mzdvCJfLJWfOnBGj3bdvHzExMaHSfD6fUT+vX78uRhsaGiom72HDhhFvb2+xsomJiWT48OHE2NiYGliYJlGhoaGEEEIEAgHhcrnk8uXLYvciRLytRXrTkB9TzA029NX7VWlpKeFyuSQoKIiR7/379xMjIyMqzUY/CSFkw4YNREdHh6xdu5ZkZ2eL0dSno9XrTk9PJ1wul1y9elWsbGBgIM0WsdFPQtjpKJMdy8vLIyEhIcTBwYFqJ3Nzc+Lu7k5ev35NlWOjn8bGxhTPhYWFtcqKEEKCgoJo8iKE3bjDhpaNfhJSNWZVb2sRkpOTCZfLpb0ouru7E3NzcyrNpp3Z6Cch7NqaDW1N/SwrKyPR0dFkxYoVxMDAgPB4PGJoaEhWr15N7ty5IzY5bS5bVF5eTnR0dBifgxBCNm3aRIYMGUKl2b4XsaF/+vQpsbOzIwMHDiQnTpwgFRUVtPIi+/IlxtohQ4aQgwcPUulXr14RLpdLQkJCxO65Y8cOMmjQICpds61zcnLI8ePHyZQpU6i2sbKyIh4eHuTt27e0e5mZmZEjR46I1ZGTk0MmTpxI9PX1qXGX6X1uxIgRxN3dXYz+wYMHxMjIiFhZWZHk5GRGeja2rKG6Wf1Xm7wMDQ3JH3/8wVjv0qVLxRZG+vXrxyizV69eER6PR7P1a9eupU3U2Y61DUGrORPVvXt3xMTE0M5e1IY7d+6ge/futLxRo0Zh+PDhOHToEJYvX45+/frB1dWV2hJXl3/5Ll26UNGQAVBb66rvTRchLS2NdsitsrKScauKrKwsDhw4gHXr1mHz5s34+PEjvv/++3qfDQD69OmDFStWYMWKFfjnn38QERGBy5cvw83NDZs2bUJsbCwAQEVFBdra2tTZpLpw+PBhHDp0iEqzoR0yZAjOnz+PWbNmQVZWFtra2rh8+TL1Obg6rl+/jp49e9LyFBQUqPM99SE5ORkKCgpUet68eRg/fjx27doFOzs7jB8/HsuXL6e2ctTVzu3ataP27FdHcXExOBwObd923759ERISQitXs61FZz6UlJTE7qmoqEi73+fPn/HNN99Q6c6dOwOA2P53oGpLZ0FBAZXu1q0b3r9/T6Xfvn0LoGrPuYWFBY02MTERXbt2peXl5eWJnc8DgN69eyMkJAROTk6YNWsW9u/fL1ZGW1sbd+7cweTJk9GxY0d07twZHz58ECsHAKmpqbS2kpeXB4/Ha9D5xaioKNr5ruagF4H835YTdXV1xuvdunVDUVERlWajnwDw+++/Y+rUqfjzzz9hZWWF+fPnw9HRkdoCUZeOKigoIC8vj0qL/lfPEyE/P5/SI4CdfgLsdJQJioqKmDJlCqZMmYL09HRERETg4sWLOHjwIA4dOkRtJ2GjnwMHDsSlS5cwe/Zs6sD6/fv3MWLECLGy9+7dEzsLo6qqihcvXjRo3ImLi6PZfja01dFY/QSqxpfc3Fyxsjk5OeBwOLRtS9999x0+fvxIpdm0Mxv9FJVraluzoa2Jdu3awdzcHObm5igqKsLVq1cRERGBiIgInDt3DsrKyrh9+zZVvrlsUUlJCeV4gwk1xx22OsaGXl9fHydPnsSZM2fg7u6OwMBAuLq6Mp7Pqwm2Y+2nT59obS36z+RQoWfPnrTzuTXRpUsXTJ8+HdOnT0dKSgplhzw9PeHl5QUdHR2cOnUKQJUTjOp9o/o9jh8/jiVLluDnn3/Ghg0b0KFDB7Fy2dnZjDwOGDAAQUFBmDt3Luzt7eHr6ytWho0ta9u2LTQ1NWFmZlarHESIjY3Fs2fPGK8JBAIUFhbWumVu4MCBuHnzJi2voqKCcZtk27ZtQQjB58+fqbwff/wRFy5coNJsx9qGoNVMoubMmQM3NzeUlZVh2rRp0NHRoQmsoKAAcXFxCAoKwvXr17Fx40axe3To0AFLly7FxIkTsX37dkyYMAETJkzA8uXL66zb1NQUgYGB0NPTg7KyMrZv3w4FBQX89ddf6N+/P2XwHj16hKCgIJqiampq4vHjx5g2bZrYfdu0aYOtW7eic+fO8Pb2FptMNAT9+/dH//794ebmhr///pumgHw+H7GxsYydviZqHopkQ7t8+XLY2dlh5syZWLJkCVatWoXly5fD2dkZo0aNgoqKCjIzM3HmzBk8evQIO3bsoNGPGTMG/v7+UFNTg52dHeTk5MTqLC4uxsmTJ3Hs2DHMnDmTdk1FRQXbtm3DtGnTsHnzZlhZWcHZ2RmzZ8+u8zkGDBiAEydOwMbGhjJ0JSUl2LdvH+Tk5GgD28ePH8U6bLdu3ZCWlkalO3bsCDc3N9o+aRFSU1Npe/SVlZVpBy7bt29PnSuoiY8fP9L26VtYWCAwMBAaGhpQVlbGvn37oKqqisePH+PGjRsYMmQIKisrERUVhZCQEIwZM4Z2Pw0NDbx69YpRJioqKjhx4gScnZ2xcOFCDBkyhHZ9/vz5mD9/PgICAjBz5kwsXLgQ+/btg7q6OkaOHAkOh4Py8nKcPXsWJ06cwJQpUyhaXV1dZGZmMg4CNfHvv/+K5bGlDw8PR1xcHICqQH+1Tf7S0tJo8marn0DVvvyAgABcunQJO3fuRFhYGFauXImffvqpzuf48ccfERISAgsLCygrK8PDwwOysrK4evUqhg0bRulLSkoKAgMDaU5y2OgnwE5H64O6ujqlS69fv6bZMTb6uWzZMkyaNAk///wzXFxcsGHDBixatAgVFRU0W3Tq1ClcuXIFq1evptFPnToVu3fvhqysLOzt7Rm9TL5//x5BQUE4efIkbSxhQws0XT+BqnMMx44dg4mJCfr16wcAyMzMxLZt29C5c2fauZD09PRms0Vs9BNg19ZsaOuCvLw8xo4di7FjxyI3NxeRkZE0/QTY26L4+HhqUaNjx461vvR/+vSJ5pyBrY6xpQeqHG2NHDkSXl5eWLJkCYyMjLBmzRpGuygC27G2c+fOyMnJodLt27eHjo4O4/tKTZnVhe+++w6LFi3CokWLkJCQgPDwcERGRlLXe/TogdjYWMZJp5ycHHx8fLBq1SqsX7+e0clB165daQue1dG7d28EBwfD0dERM2bMgLW1Ne06G1vWt29fcDgcrF27tl4ZeHt7i02iSkpKIBAIUFlZCXl5eUZHIEDVmfPqvgqAqnfJ0NBQ2NnZ0drh6NGjkJGRwQ8//EDl5eXl0RysNMdYWx9azSRq0qRJqKiowN69e3Ht2jUAVR1HRkYGQqEQZWVlIIRAUVERbm5uda6saGhoYN++fXjw4AG2bNkCKysrjB8/vtYV4GXLluHu3btwdnYGULVSvHHjRnTr1g0TJ06EmpoaKisrkZmZCVlZWZqhGTJkCI4ePYq8vDyxVTcRXF1doaysjF27djUp4jJAXzkTQU9PD9HR0UhLS6vX25CGhgbNyQUbWlVVVQQHB8PNzQ1OTk7gcDgghOCvv/7CrVu3AFStriopKWHz5s3UgVoRli1bhvT0dGzZsgU7duxAr169oKqqSh0mzM7Oxps3b1BWVgZra2ssW7aMkS8+n4+wsDCcPXsWu3fvRkhICBwcHGqV8cqVK2Fvb095aJSVlUVCQgLy8vLg5uZGmyxGR0eLuX3V09OjPDgCVfpZ3blJdfz111/Q1dWl0tra2jTD1bFjx1pXTJ88eULzLLh48WI8evQIf/zxB4CqQX/Pnj3o0qULZs6cSfWNiooKqKio4Oeff6bdz8jICFFRUXB1dWX0gtSpUyf4+flh2bJliI6Opslv8ODB+OOPP7BlyxYcPnwYenp6aN++PVxcXNCuXTt07twZnz59Qnl5OQYMGEAdigWq2ufIkSPIz8+v94WbMHjlYUv/999/4++//6bSFy9eZGyvmzdv0gb15tJPALCxsYGFhQV8fX2xbt06HD9+HDNmzKhVR11cXGBnZ4fRo0dTz7Vs2TJ0794dlpaW0NXVRWVlJeLi4lBRUUFzYsFGPwF2OtoY9O3bl3LMA7DTz++//x7Hjh2Dq6srRo0aRQ3iwcHBCA4Opsq1a9cOixYtwqxZs2j3dnJyQkFBAfz8/HDs2DF06tQJKioqVFt//PgRAoEAbdu2xZw5c2gHudnQAk3XTwD49ddf8fjxY0yfPh2qqqqQlZWlJtDu7u40OV6+fJnmvYxNO7PRT4BdW7OhbSiqf7WoDra2yM/PD35+flT61q1bmDBhghjtkydPaBMdtjrGll6Ejh07YtWqVZg8eTK2bt2KcePGwcLC4ouNtVwuFy9evKDSnTp1wunTpxnrevHiRZMWqLW0tKClpUVzemVqaorTp09j7dq1jC/0MjIycHd3R+fOnREcHCz2/IaGhoiKisLKlSsZ61RXV0dwcDDmzZuHU6dONZst4/P5OHXqVL1hdkSoqZ/r16/H+vXrqWtPnz5lXPB7/fq12BdzFxcXzJgxA5aWljAzM4OsrCyePn2KpKQkODs70ya+d+7coTksac6xtja0Gu98IpSWluLevXtISEhAdnY25S9eVVUVWlpaMDY2ZvyMWhsqKysREhICDw8PfPr0CV5eXozew4qLi3Hjxg0UFhaiX79+1Orto0ePEBYWRm3Hc3BwoG3Ly8jIwPXr12FsbFzvS8XVq1fx6tUr2sDi6ekJKyurZvXE9zWRlJSEmJgYvH//HkVFRVRb6ejoYODAgXV26NjYWERFReHly5dibc3j8WBtbU2LiVQXCgsLceDAAQQEBKCsrKzWdv7w4QMOHTqEJ0+eQCgU4vvvv4e9vb3YymVKSgq++eYb2sQ4Pz8fAoEA3377bZ28iFycGhsbU5PPuLg4JCcn0zwn1Ubr4uKCsWPH0gZZQgieP38OgUAAHR0daiBPSUnBmTNnkJOTg++//x7jx48Xm8w/f/4cvr6+cHR0rNNFaGVlJbZu3YqXL1/i+PHjtGupqakIDg5GTEwMkpOTUVRUhA4dOkBNTQ06OjqwtraGlZUVjSY7Oxtv376Frq5uo9xdNxd9Q/Dp0ycEBgbixx9/FNsK0Zz6CVR9UdixYweioqLA4XDg6enJqKOZmZk4f/48CgsLYWRkRPF18eJFBAcH4+PHj+jZsyecnJxoixts9BNgp6Nnz57FgAEDxLZZNwTNoZ+VlZX4+++/ce/ePUZbZGFhUWecoMzMTFy7dq3Wth4xYoTYNtnmoK0Pdenn58+fERwcTLNlkyZNEptwibbbiF7Y2NqipuonwK6t2dCuWbMGU6dObVI8JICdLXrw4IFYnoyMDG1iC/x/eVtaWopN4tjqWHPr6K1bt7Br1y6kp6dj165djFv82Iy1t2/fRmJiYr27S3Jzc2Fvb4/Jkydj7ty5AIAZM2Zg0aJFMDExafDziPDmzRucPHkStra2dcYEBao81b569YrmKjwmJga7du3CmjVr6gxXU1xcjJUrV+Lly5eIjo6mXWuKLYuNjcWtW7cwbdq0euOzpaWlITU1lfJo7enpKVZGQUFB7KtPbm4uLCwsMGbMGLGdYLGxsdi/fz+tradNm4apU6fSyt27dw/q6upiX0Sbe6ytjlY3ifpSKCsrQ0lJCeTk5L54YFspJIfs7Gzk5OSge/fuTQo0KYUUXxovXrxAeno6DAwMGLdQSSGFFFJIIYUU7NFqJ1GlpaXIyspCaWkpteLdmC9QQNXqvWhG29hP+2xoWyLYyLs52kqKhkMq78ZDKrOvi9Yq76aOG2zl1VrlLUXjISkdbW3vVM0BqczYo1V9Mvn8+TP8/f1x6dIlvHv3jrZvk8PhQFNTEzY2Npg1axbjvuSKigqcP38ely5dQkJCAu1gorKyMng8HhXhvObXKDa0DcX58+dx+vRpKkJ1Y8EUaVooFCIyMhJJSUlQUlKCpaUlo3eYp0+fIjQ0lEbLRt5s26qh+Oeff3Dv3r16A5g2N21tUb3ZyBsA7t+/T+lYVlYWZSDV1NQoHWPyjNMS5P369WvEx8dj3LhxtPwPHz5Q0dtrnsMRISUlBY8ePRKjBf7bMmMjL6B2mTW1brb6Cfzvyru2Pg0ADx8+pGRmZmbG+BX71atXuHr1Kq1uNuMGW3n91+VdFy0bm9BU/WRL2xzP3VTapuonIDkd/RrvVKLnTkhIaJINrc3+spE3UOVJ7vLly4x6pqWlBSsrK0YnH19DZunp6UhNTcWAAQO+Ki1Qu35/yX7Zar5EpaamYubMmcjMzISxsTFjZO3Y2Fjcu3cPXbt2RUBAAG3//adPnzB37lzEx8ejZ8+etdK/e/cO2traOHLkCOX6lw1tY1AzUjRbeoFAAHt7e5o3oHbt2sHJyQnLli2jrVzUjI7NRt5s2+pryay5adnIu6SkBC4uLrh58ybk5OSgpaUlJrOEhAQUFxdj6NCh2Lt3L3X4tqXKu7KyEuvXr6cdCO7Rowc2bNgAU1NTGi1T9PeWILPm7tNsaNnoJ/C/L28mWqFQiAULFiAmJoZ6QVRQUMCvv/4q5ryopszYjBts5dVS5c3GJrDRTza0zfHcTaVlo5+A5HT0a71T/dfkXVFRga1btyI4OBgVFRXo1q2b2HNnZGSgbdu2mDp1KtatW0e5B28J76HNPd59lX7Z6MhSLRSLFi0iw4YNI0lJSXWWS0pKIsOGDSOLFi2i5bu6uhIjIyNy9+7dOunv3r1LjIyMiKura7PQfvjwocG/bdu2iQVnawxqRprevn070dXVJWfPniUCgYC8ffuWrF27lnC5XLJgwQJatPCagd3YyJttWzUGNZ9ZkrRs5L1582Yq8KFQKGSsUygUkrCwMMLn88mWLVuo/JYq7+DgYMLlcsmaNWtIdHQ0CQ0NJaNGjSJaWlrE19eXRssUuLAlyIyNvNjSN6c9IOR/X95MtD4+PkRLS4t4enqSV69ekdu3b5PZs2cTHo9Hfv/9d1rQ1ZoyYzNusJVXS5U3G5vARj/Z0DYWzSkzNvpJiOR0lE29jcV/Sd4eHh5ES0uL7Nmzh2RmZjLWmZmZSfbs2UO0tLSIh4cHlf+1ZCapdyom+q/RL1vNdr579+7h559/ZoxpUh29evXCrFmz4OHhQcu/ceMG5s6dW69HFhMTEzg6OuLo0aPNQluXm8+aIP8XVLE6qrt7bCxu3LgBe3t76lN0x44dsWXLFhgbG+O3337D7NmzcfDgQcatHGzkzbatmDyS1QaBQNBstGxkDbCT96VLlzB37tw6XfPLyMhg0qRJSE1NpdysApKVd2PiMlSPUQQAYWFhsLKywp9//knljR8/Hhs3bsSuXbuQkZGB3377rdb7SUpmbOQFsJMZm7rZ6CfQMuXNtk9fuHAB48ePx+LFiwFUuV83MzODj48P9u3bh+zsbLi7uzN6GWUzbrDt05KSN9u+wcYmsNFPNrSA5GTGRj8Byekom3oBdjaUDS1beZ8+fRoODg51xiZVU1PD8uXLIRAIcPr0aWprGxuZrVmzpiGPCwBisdbY0ALs9Jttv2wIWs0kqk2bNqisrGxQ2crKSrEIyUKhkBbEqy507NgRQqGwWWg7dOiA3r17Y+zYsfXS3r17l4qjJAKbSNPp6emMrtFtbW2hrq6ORYsWwd7eHocPHxYrw0bebNsqPT0d3bp1a9AL0Lt371BQUNAstGyjerORt0AgQLdu3eqtF6iKJVHd2EhS3g8ePEDnzp0bxHtJSYnYvWq6OJWRkcGmTZugqamJ3bt3IycnRywYswiSkhkbeQHsZMa2bzRVP4GWKW+2fVq0ZakmFixYgB49esDV1RWOjo7w9vYWK8Nm3GDbpyUlb7Z9g41NYKOfbGgBycmMjX4CktNRNvUC7GwoG1q28s7JyWlwuBoul4uTJ09SaTYyO3v2LNq3b98gRx81Zc2GFmCn32z7ZUPQaiZRpqamOHr0KExMTGjR1mvi5cuXOHr0qNigaWhoiICAAFhZWUFVVbVW+qysLBw/fpyK8s6WVktLC4WFhWJBHJlQVFQkNoliE2laWVkZ6enpjGX79++PgIAAODk5wd7eHmPGjKFdZyNvtm3Vu3dvdOrUCV5eXnU+L/D/99A2By3bqN5s5K2lpYVTp05h7Nixde7pFUXnrh6jQpLy1tTURLdu3XDs2LF6aQ8cOEBbjZSXl6/V6Dk5OaFLly5wc3NDXl4eLC0txcpISmZs5AWwkxmbutnoJ9Ay5c22TysqKiI3N5ex/KhRo6CoqIglS5bAwcFBTGZsxg22fVpS8mbbN9jYBDb6yYYWkJzM2OgnIDkdZVMvwM6GsqFlK+8+ffogKioKdnZ2de5QIoQgMjKSFluUjcw0NDTQu3dv+Pr61vm8gPgzs6EF2Ok3237ZELSaSdTatWsxc+ZMTJgwAfr6+tDV1RWLXBwXF4dnz56he/fuYp8g165dCwcHB4wcORIWFhbQ1dWFmpoaRZ+VlYW4uDhER0ejQ4cONHo2tHw+H4GBgSgqKqo3CB9hiGTOJtI0n8/HtWvXsHTpUsayPB4PQUFBcHR0FFt9ZiNvtm2lp6eHyMhIVFRUoG3btvU+c3PRso3qzUbev/76K+bMmQNra2uMGzeOUWbPnz9HeHg4cnNzadHtJSlvPp+P6Ohoxq2oNVHzet++fXHnzh04Ojoylp8wYQIUFBSwcuVKPH36VOy6pGTGRl4AO5mxbaum6ifQMuXNtk/zeDzcuHEDzs7OjOXNzMzg7+8PZ2dn7Nmzh3aN7ZjDdryThLzZ9g02NoGNfrKhZfvcbGjZ6CcgOR1lUy/AzoayoWUr78WLF2PJkiWYNGkSpkyZUqvMQkNDER8fT5uQsH0PjYmJqfNZa3tmNrQAO/1m2y8bglYzieratSvOnj2LwMBAXLlyBaGhobRPh+3bt0ffvn3h4uKCadOmiX327N27N86fPw9vb29cvXoVFy5cEKujS5cuGDNmDBYsWED7hMiG1t7eHlpaWigvL6/3GWfOnCm27W/ChAlQUVGBQCCoN9L02LFjaasPNjY2WL9+PR4+fFiry8kePXogJCQEc+fOxevXr6l8NvJm21Y//fQTCCHIzc2tc8UFqDpzVl3ebGjZyBpgJ29DQ0OEhITA3d0dhw8fRnl5Oc0gEULQrl07mJiYwMXFhbbiIkl5m5ubIyMjA1lZWfVGtB8wYAC1lxyo2iu9efNmJCUl0VbcqmPEiBE4fPgwFi5cKHZNUjJjIy+AnczY1M1GP4GWKW+2fdrS0hLr1q3D06dPYWBgwEinr6+PwMBAzJ07F5mZmVQ+m3GDbZ+WlLzZ9g02NoGNfrKhZfvcbGjZ6CcgOR1lUy/AzoayoWUr7+HDh8PHxwc7duyAm5sb46SDEIJevXrhwIEDGDZsGJXPRmYDBw5EbGws0tPToa6uXucz83g8mkt3NrQAO/1m2y8bglbj4rwmCCHIy8ujArt17ty5UcHGMjMzkZ2dTfmbV1VVrbdDNQdtSwUbebNtq9YGgUCA169fi+lY3759GeNR1ERLkXdJSQlSUlKgoqJSryvWtLQ0pKamwsjIiPF6a5HZfwWtRd6EEBQXF0NGRgYyMjJ1li0sLEReXh6+/fZbxutsxg228mop8m4um8BGP9nq9tdEc+onIDkdbSnvVM0p76SkJMTHx4s9t5aWFvr06VMvLy1FZs2FL9UvW+0kSgoppJBCCimkkEIKKaSQoiloU38RKaSQQgoppJBCCimkkEIKKUSQTqKkkEIKKaSQQgoppJBCCikaAekkSgoppJBCCimkkEIKKaSQohGQTqKkkEIKKaSQQgoppJBCCikaAekkSgoppJBCCimkkEIKKaSQohFoNXGi6kNBQQEOHz6MsWPH1hpformRl5eH2NhYFBQUoEuXLtDX1xeL1/HkyRPo6emhXTt2TcUUqOzz5894+fIlysvLweVy64yDUlRUhH///RdZWVkoKSmBvLw8evbs2SBZffz4EQkJCRStrKws1NTUwOPx6vX7/78EoVDYoHgztaEpOkoIwZs3bygd09TUFCuTlZUFNTW1JvH0pVFZWQlCSIOD7OXn56OkpAQdO3b8z7kTbgkoLCzEhQsXMHjwYGhoaDSKtqk29Gvr6MePH2l2rEePHvUGMhfR/a/YMUnYIjZoyFhZFxqiY/Xha9miiooKvH//HllZWZS7bzU1NWhqajYpAHFLBRsdY2PHmorm0LGvhebQMUIIZQf/i+EOGoLS0lI8fPgQ2traTbaF0knU/+Hz58/w9fWFgYEBY4dlilifl5cHf39/3Lt3D3l5eejSpQsGDx6MGTNm0IzmuXPnkJ6eTgX3q6ysxPbt2xEUFITy8nIq8rWcnByWLl2KOXPmULT29vZQVFSEtbU1bG1t0b9//0Y9l1AohJubGy5evAgZGRnMmzcPixYtQmhoKLZv347i4mIAQNu2bTF58mSxAG5JSUnYs2cPbt26hbKyMrH7q6qqYubMmZg9e7bYRO/Zs2fYtWsXHj16BEIIanrT53A46NevH3755ZdaA8/VB29vb3h4eCA+Pr5J9IGBgTh69CiuX79O5eXm5iIoKAhv3ryBkpISbGxsGOV+9+5d+Pj4ICAggMqLiYnBsWPH8PnzZ5iYmMDZ2RllZWVYs2YNrl69CkII1NXV4erqipEjRzaK17p09NatW8jMzMSkSZOovICAAPj4+ODTp09UnoaGBlatWkWre+jQoejTpw9sbW0xevToRg86urq6GDRoEMaMGQMLCwvIyso2iv706dM4d+4cZGVl4ejoCBMTE8TFxeHPP/9EbGwsKioq0LdvXyxcuBDW1tY0WqFQiJCQEERGRuLVq1coKSmhrikpKcHExASzZs0Cn89vFE81cf78eZw+fZrW1m/evIGvry9NT2oGuwaAa9euYevWrc2mYwCQk5OD8PBwFBQUwMTEhIp1ExgYiIiICAgEAujq6mLhwoWNGszz8vLw+++/w8vLq9F6UJ8NlaSO5ubm4uDBg7h06RKys7Np1zgcDvh8PmbNmgUbGxsx2q9hx4D/HVskqbESYKdjgGRtUUpKCry8vHDt2jUUFhYCAPW8ACAvL48RI0ZgyZIl+O677xjvUR+YdIwtbWJiIkJCQlBQUABTU1OMGzcO5eXlcHd3p9miFStW4Mcff2xwffXZk7rQFDtWVlaGc+fOieno6NGj0abN/9+0xUbH2I6VIly/fh2RkZGIj4+nJkLy8vLQ1NSEqakpJk+ezBhfio2OVVRU4Pz587h06RISEhKQk5NDXVNWVgaPx6PGwKYu+t+4cQNXrlzB1q1baflsx8va8PHjR8ybNw9eXl6wsLBoEs+tJk7U+PHj67xeVlaGxMREdO/eHd988w04HA7OnDlDXdfS0sKOHTtga2sLAEhPT8e0adOQnp6OXr16QV1dHSkpKUhOTkavXr0QEhICBQUFAFWR7E1NTeHq6goA2L17N3x9famJkYqKCtLT03Hy5EncvXsXGzdupDooj8eDuro6MjIyAADq6uoYPXo0Ro8ejb59+9b73IcOHYK7uzusrKygoqKCc+fOYd68edi/fz/GjRuH4cOHo6ysDBcuXEB0dDRWrlwJJycnAMCLFy8wY8YMKCoqUh3+0aNHiIuLw4oVK9CpUyfcuXMH165dg5GREQ4ePEgNnjExMZg3bx40NDRgZ2cHPT09qKmpoX379hAKhcjKysKzZ89w9uxZpKWlwdfXF8bGxo1pUgBVk6j9+/cjISGh0bRM9B8/fsSECROQlZUFRUVFFBUVoby8HKNHj8amTZtoRi88PByurq4U7ZMnTzB9+nQoKSlBSUkJiYmJmDp1KoRCIeLi4jB8+HAUFxfj8uXLyMjIQEBAAM0QsNHRyZMnQ09PD25ubgAAf39/bNu2DXw+H6NHj6Z07Ny5c0hKSoKHhweGDx8OoErH5OTkUFxcjDZt2sDQ0BC2trawtraGoqJivTLk8XjUf3l5eVhaWsLW1hampqa0wYcJly5dgouLC9TU1KCoqIh3797B29sby5Ytg4qKCoYMGYLy8nLcuHEDmZmZ8PT0pPjOzc3FrFmzkJSUhN69e0NWVhaJiYkoLy/HxIkT8fnzZzx48AA5OTlwdnbGsmXL6n2W2lBTT5KTk6mXhT59+iAnJweZmZkYMGAA9u7dC2VlZYq2pp6w0TGgKkjopEmTqEGMw+HAzc0NhYWFOHDgAHR0dFBSUoKXL1+iU6dOOH36NDWgLlmypM7nLC4uxp07d6Cvrw9VVVVwOBx4eHgAYG9DJaWjKSkpcHBwgEAggJGREWRlZfHs2TNkZ2dj3rx5qKysxN27dxEXF4cxY8Zg+/btFO3XsmPA/44tktRYCbDTMUnaopcvX2LGjBngcDiwtrYGn8+HqqoqOnTogNLSUmRnZ+PZs2e4fPkyCCE4fvw4ze42FGzGSybaxMRETJo0CWVlZZCVlUVhYSEWLVqE4uJiREREwNTUFCUlJbh79y6EQiHCwsLA5XIBsNMxNnYMcRQPYAAASYJJREFUAAYNGoQNGzbA0tISQNVXw9mzZyMhIQFycnJQU1NDRkYGhEIh+vfvjyNHjlDvNmztmAiNHSuBqh1BixcvRkxMDOTl5SErK4vc3FzIyMjA3NwcWVlZePHiBdq2bYt169bR+gYbHfv06RPmzp2L+Ph49OzZk5E2NjYW7969g7a2No4cOVJvsGsmMOkYGztYczJWEwKBAKdPn4a5uTl69OgBDoeD1atXN4rnVvMlKiEhAfLy8tDR0WG8LhQKAQBycnKMn95rzjW3bt2KnJwcHDx4EEOHDqXyIyIi4OrqCi8vL6xZswZA1QuXg4MDVSY0NBQTJ07Eli1bqDx9fX1YW1vD2dkZfn5+NOVfsWIFBgwYgIiICFy4cAGHDh2Cr68vfvjhB4wZMwajR49Gt27dGJ/r/PnzGDt2LPViYGBgAFdXV0ycOBGbN2+mytnY2GDevHk4ffo0NYnauXMnNDU1ERwcTFPULVu2IDQ0FFFRUZg8eTIeP34MR0dHHD58GIsWLQIA7N27F3p6ejh27JjYqiQA9O7dGyYmJnB0dMTMmTPh7u6OsLAwAFWrkQ0F02Dw8OHDBtOnpqbS0vv370dhYSFOnDiB/v37o6ioCP7+/jhw4ADevXuHgwcP1vrZ18vLC1wuF0FBQZCVlYW7uzv8/PzQr18/nD59mlqdWbx4MWxtbXH06FHaiwsbHU1KSsK4ceOo9OHDhzF8+HB4eXnRys2aNQszZsyAl5cXZdgB4I8//sC3336LiIgIREVFYcOGDdi8eTMGDx4MW1tbWFhYoEOHDrXKcePGjZCVlUVERAQuXryI8PBwdOnSBaNGjYKtrW2tq6/Hjh1Dv3794Ofnh/bt22Pv3r1YtmwZtLW14efnR8nsl19+waRJk+Dr60vxvX37duTk5ODMmTM0Y+/i4oLU1FQcPnwYlZWVOHz4MPbs2YPevXtj9OjRVN1paWm1Pk9NFBQU0NJ79+6FvLw8AgMDqS8958+fx6ZNmzBlyhQcOXKk1i9AbHQMADw8PKgXCnV1daxZswYeHh7Q0NBAREQEunfvDgCIi4vDjBkz4O3tTfX1a9euQVZWttb7V1RUgMPhICUlBdnZ2bSv0mxtqKR0dNu2bWjfvj0uX75MbbsrKyvDqlWrcPv2bZw8eRIuLi6IjIzEr7/+Cj6fT9lrNnYMaJ22SJJjJRsdk6Qt2rp1K7p164Zjx47V2qZ2dnZwcXHBrFmzsG3bNvj7+wNgp2NsaIEqHVVTU0NwcDCUlJSwbt06+Pv744cffkBkZCS++eYbAFW2dsKECTh06BB2794NgJ2OsbFjQNWLefUvhdu3b8erV6+wfv162Nvbg8PhoLy8HIcPH8bevXtx6NAhauLG1o41dawEAHd3dzx9+hQ+Pj4YNmwYgKodEStWrICcnBz1RXD37t1Yv349NDQ0YGZmBoCdjm3fvh0fPnyAn58fTExMauUvJiYGy5cvx/bt27Ft27ZayzUGbOzgsWPHwOFwxGxSdXA4HNy4cYP639hJFEgrwaFDh4ihoSGZNWsWSUhIELuekpJCuFwuuXbtGiM9l8sl4eHhhBBCKisrCZ/PJ7t372Ysu3r1ajJ8+HAqPWDAAHLixAlCCCECgYBwuVxy9epVRtqgoCCiq6vLWK8I//77L9m9ezcxNzcnXC6XaGlpkenTp5OwsDCSn59PK2tgYEDCwsKodHp6eq31BwYG0uo2MDAgAQEBYuXevn1LuFwuefHiBZW3ZcsWYmVlRaX5fD6t3roQGhpK+Hw+7Zl5PB7hcrkN+vF4PNr9RHkN+dWkHzFiBHF3dxfj8cGDB8TIyIhYWVmR5ORkQggh58+fp9GamZkRPz8/Kv3mzRvC5XLJmTNnxO63b98+YmJiQstjo6OGhoYkNDSUEPL/dezy5cti5Qgh5MSJE0RPT48mr+o6VlZWRqKjo8mKFSuIgYEB4fF4xNDQkKxevZrcuXOHVFZW0u5Xkz4nJ4ccP36cTJkyhZKvlZUV8fDwIG/fvqXRVu8bhBCSnJxMuFwuiYiIEOP7yJEjxMDAgEobGRkRb29vsXLPnz8nPB6PvHv3jsr7+eefiZ2dnRjfTdWTYcOGMdadmJhIhg8fToyNjcmzZ88IIeJ6wkbHCCHE3NyceHh4UOnY2FjC5XKJv7+/2D03bdpEzM3NqfSGDRuIjo4OWbt2LcnOzhYrX5eOsbWhktLRfv36kSNHjojV8erVK8Lj8cjr16+pvLVr1xJbW1sqzcaOifhubbZIUmMlIex0TJK2yMDAgAQGBjLyWROBgYG0utnoGBtaQggZMmQIOXjwIJV+9eoV4XK5JCQkRIzvHTt2kEGDBlFpNjrGxo6Jnru6PTE0NCR//PEHY9mlS5cSa2trWtnmsmONGSsJqerXTDbh4cOHhMfjkbS0NCrP0dGRTJ8+nUqz0TEjIyNaO9cFHx8fYmRkRKUbql/Vf9XBxg46OTkRAwMD4uXlRUpKSsTuUZ+eNASt5kvUvHnzMH78eOzatQt2dnYYP348li9fTm27aczBuMLCQpSWlta6YqCvr48LFy5Q6R9//BHR0dFwcHBAx44d0a1bNyQkJGDEiBFitPHx8fUeUu7Tpw9WrFiBFStW4J9//kFERAQuX74MNzc3bNq0CbGxsVRZBQUF5OXlUWnR/+p5IuTn56Nz585Uul27dtSZqeooLi4Gh8OhnZHq27cvQkJCaPUmJyfX+RwiJCcnU9s5AEBRURFaWloNWhEICwtDcHAwLU9eXh48Hg+Ojo710kdFReHixYtUOjs7m3G/+YABAxAUFIS5c+fC3t4evr6+YmU+f/5MrbwBoGTJ9JVQXV1d7OsGGx3V1tbGnTt3MHnyZHTs2BGdO3fGhw8fGMumpqbS5F0T7dq1g7m5OczNzVFUVISrV68iIiICEREROHfuHJSVlXH79u1a6bt06YLp06dj+vTpSElJoVbcPD094eXlBR0dHZw6darOZ2La2tC2bVva14CSkhLGLx7ffPMNCCH4+PEj9TXIzMxM7NN+hw4d0Lt3b8ZzTDVx9+5d3Lp1i0rn5eVBRUVFrFzv3r0REhICJycnzJo1C/v37xcrw0bHRPTV9/mLtur16tVLrOwPP/yA0NBQKv37779j6tSp+PPPP2FlZYX58+fD0dGRkmtdOsbWhkpKRysqKmrVJ0IIPn/+TOX9+OOPNNvNxo4BrdMWVcfXHivZ6JgkbZGsrCzy8/MZ66+JT58+0XaGsNExNrQiXqrbQdF/Jr3t2bMn7cwQGx1jY8dqQiAQoLCwsNZtuAMHDsTNmzepdHPascaMlUDVjgimPty1a1cQQvDhwweoq6sDAEaMGIFdu3ZRZdjomFAobLAjl44dO1JfEYGqvqKpqUl9EasLsbGxePbsGS2PjR309fXFzZs3sXXrVpw8eRIrVqygthkDjdOT2tBqJlFAVQfftm0bpk2bhs2bN8PKygrOzs6YPXt2g+jT09Px8uVLAFXGR3QwryYEAgHk5OSo9OLFizFt2jRs3boVS5cuxa+//oo1a9ZAXl4eP/30E5SVlZGZmYlTp07h9OnTWLBgQYOfqX///ujfvz/c3Nzw999/0wYkoGpQCgkJgYWFBZSVleHh4QFZWVlcvXoVw4YNo4xeSkoKAgMDaZ/WBwwYgBMnTsDGxoZS4pKSEuzbtw9ycnLU3mag6vN4dWMxZswY+Pv7Q01NDXZ2djR5iFBcXIyTJ0/i2LFjmDlzJpWvp6eHN2/eNGjPN9OEU1dXF5mZmYwDb038+++/tHTXrl3x/v17xrK9e/dGcHAwHB0dMWPGDLGDxcrKyrRD6+3bt6fOotXEx48fGc9yNFVH58+fj/nz5yMgIAAzZ87EwoULsW/fPqirq2PkyJHU9oSzZ8/ixIkTmDJlSp33E0FeXh5jx47F2LFjkZubi8jISDEdqwvfffcdFi1ahEWLFiEhIQHh4eGIjIykrvft2xeRkZGYMmUK2rVrhzNnzoDD4eDatWsYNWoUVa6iogLh4eHo2bMnlcfj8RAREQF7e3uaR6EzZ86gbdu2+P7776m8oqIise1YWlpaKCwsxKxZs+p9jqKiItokSkNDA69evWIsq6KighMnTsDZ2RkLFy7EkCFDaNfZ6BhQtchQfTBs27YtOnfuzNjHioqKxPJ5PB4CAgJw6dIl7Ny5E2FhYVi5ciV++umn2gVQ7dmaakMlpaN8Ph+hoaGws7OjvegePXoUMjIy+OGHH6i8vLw82ssCGzsGtE5bBEhurGSjY5K0RSNGjMCRI0fA5XLrPOB+/fp1+Pn50RygsNExNrRA1eS8uoOB9u3bQ0dHhzaBF+HTp09iE002OsbGjgFV7zICgQCVlZWQl5dndJwFVG39lZGRodJfyo7VN1YCVRPR69evw97enpZ//fp1cDgcais3UKWn1cFGxwwNDREQEAArK6s6F/mzsrJw/Phx9OvXj8rr27cvOBwO1q5dW7cAUHUmquYkiu14OWzYMJiZmeHYsWP4/fffERAQgLVr1zbKyUldaFWTKBH4fD7CwsJw9uxZ7N69GyEhIXBwcKh3Vrpnzx7s2bMHQNW+7wcPHjCuYsfHx9M8o/D5fHh5eWHt2rUIDg5Gr169ICcnh127dtFWCgghGDduHHWuqDGovjJbHS4uLrCzs6P2XxNCsGzZMnTv3h2WlpbQ1dVFZWUl4uLiUFFRQTuwuXLlStjb2+Onn36Cjo4OZGVlkZCQgLy8PLi5udFWKqKjo6Gvr0+lly1bhvT0dGzZsgU7duxAr169oKqqSh3Izs7Oxps3b1BWVgZra2vaQVs+n4/bt2/j48ePjIN+dSgoKFArL9Xpjxw5gvz8/HoPnZMa3rYMDQ0RFRWFlStXMpZXV1dHcHAw5s2bh1OnTtF0Rltbm2YAOnbsyPglAqg6+F2Xx6HG6ujgwYPxxx9/YMuWLTh8+DD09PTQvn17uLi4oF27dujcuTM+ffqE8vJyDBgwAC4uLnXKhQnVV82aAi0tLWhpaWHVqlVU3sKFCzF37lwMHz4cCgoKSExMhLW1NTQ1NTFx4kSYm5ujoqICV69eRVJSEq2/LFq0CAsWLICtrS0sLS0hKyuLx48f4/bt27Czs6Ptk/7nn3/EHLHw+XwEBgaiqKioXhfXNfXEyMgIUVFRcHV1ZfRE1KlTJ/j5+WHZsmWIjo6mtRsbHQOqBg7RCypQNam6d+8e471ev35NG1irw8bGBhYWFvD19cW6detw/Phx6uBxfWiKDZWUjrq4uGDGjBmwtLSEmZkZZGVl8fTpUyQlJcHZ2Zn2wnfnzh1oaWlRaTZ2TCSn1maLAMmNlWx0TJK2aNWqVfj333+xePFiqKmpQUdHR0zPXrx4gaysLOjr69NsKBsdY0MLAFwuFy9evKDSIkc2THjx4gVt4lkdTX0nA5pux9avX4/169dTz/b06VPGCdjr169p7xhfw44xjZUA4OjoiNWrV8PR0RE2Njbo0KEDHj9+jFOnTsHCwoL2lerZs2e0fs1Gx9auXQsHBweMHDkSFhYW0NXVFXOwExcXh+joaHTo0IE64whUte2pU6cYvXYyoaaOsR0vAUBGRgZOTk4YO3Ys3N3d4eDgAGtra0ydOrVefupDq/HOVxtEHq0CAgJQVlYmdghQhLNnz4rlycnJic18c3NzYW9vj1GjRokNqAKBAOHh4bh37x7ev3+PoqIiyMrKQlVVFTo6OrC2thY7ZOnp6QkrK6sGeeKrDZmZmTh//jwKCwthZGREfVa9ePEigoOD8fHjR/Ts2RNOTk5ibiM/fPiAQ4cO4cmTJxAKhfj+++9hb28vtrqekpKCb775hrYdEKj6PBsVFYWXL18iOzubiiugqqoKHo9HeYmpjqKiInz69Alqamq0FaCGIjs7G2/fvoWurm6D4r9UR0xMDHbt2oU1a9bU6U6+uLgYK1euxMuXLxEdHQ2g6iB/cnIybdWSCbm5uXBxccHYsWMxYcKEenlqqI4CVdsHgoODERMTg+TkZBQVFVExIEQ6ZmVlRaNZs2YNpk6dSpsENwYzZszAokWL6jxwWhdu3LiBoKAgynvawoULISMjg40bN+L06dMoLy+HgoICHB0dxVaer127ht27d+Pt27cAqibVU6ZMwc8//0zTnXPnzqFnz540F9Rv377F06dPqZemuiAQCJCfn0+98D1//hy+vr5wdHSs0611ZWUltm7dipcvX+L48eMA2OkYUHUg/+XLl/j111/r5Dk3NxcWFhZwcHCot2xaWhp27NiBqKgocDgcmuex+tAY/QQko6OxsbHYv38/zY5NmzZNbBC9d+8e1NXVxZyCNMWOAa3TFklqrKyOpugYIDlbBFS9PF66dAlXrlyh4pFVj+HD4/EwcuRIWFtb07YYstExNrQAcPv2bSQmJtb75UjU1pMnT8bcuXPrLNtYe1IdDbVjnp6eYnkKCgpiX5JFNnTMmDHYuHEj7VpTdIztWAlUOUvw9PSktiFzOBzY2Nhg48aNtC99Pj4+4HK5tIX1puoYUPUe6e3tjatXr9K+PorQpUsXWFlZYcGCBbTJXGxsLG7duoVp06bVG4spLS0NqampVMgOgP14yYTY2FgqbAEhpFHjXU20+kmUCNnZ2cjJyUH37t2lQTql+E+iNepoWVkZ8vLyoKysXKcL2Pz8fAiFQqioqLTYwH//Bbx48QLp6ekwMDCo9ytwTbRG/WytaI1tLbVFXxdsdCwuLg4ZGRmUi/P/NQiFQiQmJkIoFEJTU7NJ7sTZIDMzU2wxqWvXrl+Vh+bAlStXkJ6eDgsLiybHXpNOologyP9ApGgppJBCCimkkEIKKaRoqWh1Z6Lu379PRVzOysqiJiOiT5k2NjZNDpYowqtXr5CQkECLJQBUbY0TRVzW1dVlpE1JScGjR49otF8jUjRQtVf73r17YoHsHj58iKSkJCgpKcHMzIxxVejVq1e4evVqvUHwvma9X7qtm7udvxbfr1+/Rnx8fLPznZycjMuXLzPyraWlBSsrq1pjJzUE6enpSE1NxYABA2j5QqEQqampVGBRJuTm5iIpKUmMtqH4Em39peUFfBmZfQ0b+iV0lA3fbPvGixcvUFBQAD09PcqOvXr1CpGRkfj8+TN0dXVha2vbpO3Lonu1RFv0pfiuq2+Jtiy1VFv0X+sbDYXUhv43+P706RMEAgG6d+9OLcLn5OTg+vXr+Pz5M3R0dFi1tUAgQEFBAc2DrAj1nYsqKSlBbm4uI62k3i/qQ6v5ElVSUgIXFxfcvHkTcnJy0NLSEou4nJCQgOLiYgwdOhR79+6lOU5oDGpGXa6srMT69etpBy579OiBDRs2wNTUlEZbM+Ly14oUzcS3UCjEggULEBMTQx32U1BQwK+//koLcMjEtyTr/Vpt3Zzt3JL5rqiowNatWxEcHIyKigp069ZNjO+MjAy0bdsWU6dOxbp16xoUnb0+vkV5hw4dogInDhw4EL/99hv69OlTL99s6mYjs68lLya+RXlNkVlLtaFs+GbbN4qLi+Hs7EwFNVVQUICXlxcEAgEWLVqENm3aUF60dHR0cPz4cUYPgF9TXmxlJkm+pbaoCl+jb0iS75ZqQyXJd3l5OX777TeEh4eDEIIePXrAy8sLhYWFmDNnDoqKigBUnbEaNmwYPD09aZ4m2cgrPDwc+/btQ1paGuTl5WFtbQ0XFxexLeP/tT7dIDQ5wlQLw+bNm4menh4JCwsjQqGQsYxQKCRhYWGEz+eTLVu2NLmuAwcO0AJ+BQcHEy6XS9asWUOio6NJaGgoGTVqFNHS0iK+vr402prBwlxdXYmRkRG5e/dunXXevXuXGBkZEVdX12bj28fHh2hpaRFPT0/y6tUrcvv2bTJ79mzC4/HI77//TgtoyRQUVFL1fq22bs52bsl8e3h4EC0tLbJnzx6SmZnJWGdmZibZs2cP0dLSogWKZcP3pUuXCJfLJbNmzSLHjx8n7u7uxNTUlPD5fHLx4sV6+WZTNxuZfS15MfHNRmYt1Yay4bs5+oaenh7x8/MjUVFRxMbGhtjY2JCJEyeSyMhIIhQKSWFhIfH39yc8Ho/s379f4vJiKzNJ8i21RV+vb0iS75ZqQyXJd0BAAOHxeGTTpk3kyJEjxMzMjNjZ2RF7e3vi6+tLkpOTyb///ku2bNlCuFwuLVg3m3rv3r1LuFwusbGxIdu2bSMrVqwgfD6fGBsbk4cPH9Jo/0t9uqFoNdv5Ll26hLlz54p9yagOGRkZTJo0CampqTh9+jTNr31Nry11IS0tjZYOCwuDlZUV/vzzTypv/Pjx2LhxI3bt2oWMjAz89ttvjPe6ceMG5s6dW683FxMTEzg6OuLo0aO0/MZ4HBEIBLT0hQsXMH78eCxevBhAlb9/MzMz+Pj4YN++fcjOzoa7uzvj51lJ1Quwa2tJtXNL5vv06dNwcHDA8uXLay2jpqaG5cuXQyAQ4PTp09T2y+quUOtDzbhM/v7+MDY2hr+/P5Xn6OiIlStX4pdffkFWVladXqMkJTM28gIkJ7OWakPZ8M22b0RGRmLy5MmUTDt27AgnJyc4OztTcVhkZGQwa9YsPH78GFeuXMHSpUsBSG1RU/iW2qIqfI2+IUm+W6oNlSTfp06dwrhx4yiZfvfdd1i6dCkcHBzg5ORElVu7di3evHmD8PBw6jmYvBnWBtFXdxG8vb2ho6OD4OBg6p3t/fv3WLZsGebOnYsdO3Zg5MiRtd5PUn26oWg1kyiBQMAY6ZkJ6urqYi/2Dx48QOfOnRt0D9EnXhHevXsn5kpXRkYGmzZtgqamJnbv3o2cnBzs2LFD7F5sIkUDVfs8u3XrRot9UhvevXtHi1yfmprKaCQXLFiAHj16wNXVFY6OjvD29hYrI6l6AXZtLal2bsl85+TkNNgFP5fLxcmTJ6n02bNn0b59e3To0KFe2pq6nZSUJBaDQ1FREb6+vti4cSO2b9+OzMxMuLq6Mt5PUjJjIy9AcjJrqTaUDd9s+8aHDx9oQclF7c7kqr1///64efMmlZbaosbzLbVFVfgafUOSfLdUGypJvpOTk+Hg4ECl9fT0AIDx/NOgQYOwb98+Ku3p6QkOhyMWw6k2VHd49vr1ayxevJi26K2pqYmQkBAsX74cK1asoOJQMUFSfbqhaDWTKC0tLZw6dQpjx46tc0+vKPq8trY2LV9TUxPdunXDsWPH6q3rwIED8PDwoNLy8vJixkcEJycndOnSBW5ubsjLy4OlpSXtOptI0UBVYM5OnTrBy8urXr5Fe0JFUFRURG5uLmPZUaNGQVFREUuWLIGDgwPGjBnzn6gXYNfWkmrnlsx3nz59EBUVBTs7uzq9RRJCEBkZSQsAqKGhgd69e8PX17fRfLdr104sKjtQZcA3bNgAZWVleHp6Ijc3FwMHDhQrJymZsZEXIDmZtVQbyoZvtn1DVlYWpaWlVFrkOILp3FPbtm1pe/mltqjxfEttER1fsm9Iku+WakMlzXd5eTmVFk0smBx2ycnJ0SZMKioq0NbWxu7du+ut9/Dhwzh06BCVrqysZDxbJSsriwMHDmDdunXYvHkzPn78iO+//16snKT6dEPRaiZRv/76K+bMmQNra2uMGzcOurq6YtGanz9/jvDwcOTm5sLPz49Gz+fzER0dDUJIvW7Fa17v27cv7ty5A0dHR8byEyZMgIKCAlauXImnT5/SrrGJFA1UrTZERkaioqKi0YcEeTwebty4AWdnZ8brZmZm8Pf3h7OzMxWdXtL1AuzaWlLt3JL5Xrx4MZYsWYJJkyZhypQpjHzHxcUhNDQU8fHxNEPF5/MRExNTJ7+18d2rVy/cv38fM2bMYCy/ZMkSKCkpYcuWLbh9+7bYdUnJjI28RHxLQmYt1Yay4Ztt3/juu+/w7t07Kq2oqIiIiAh0795drOy7d++gpqZGpaW2qPF8S22ROL5U35Ak3y3VhkqSb3V1daSmplLpb775Bj4+Poy7hZKTk2lOH/h8PmJjY/HNN9/UW2/NybimpiYeP36MadOmiZVt06YNtm7dis6dO8Pb2xs9e/YUKyOpPt1gNOkEVgtFfHw8cXJyIjo6OoTL5RIej0f9uFwu0dHRIU5OTuTFixditBcvXiTTp08nGRkZ9dbz8OFD2uG2EydOEB6PRxITE+uke/DgAenXr5/Y4baMjAyyYcMGYmpqSrhcrtjPxMSEbNiwgaSnp4vd8/bt22T16tUkKyurXr5fvnxJzpw5Q6VPnTpFuFwuefLkSZ10iYmJZOjQoTS+JVWvCE1ta0m2c0vm++bNm2TUqFFiPFfn3cbGhty4cYNGFxQURMzNzUlaWlq9fEdHR5PVq1dTaV9fX6Krq1sv7cWLF4mOjo4Y35KUWVPlRYhkZdZSbWhT+WZbr7u7O3Fycqr3eUtLS4mZmRlZt24dlSfpPi21RbXjf8kWtdQ+3VJtqKT4dnNzI3Z2dvXSVVRUEEtLS7Jy5Uoq78CBA4TL5ZIPHz7US3/u3Dkyffp0Kr1//35iYGBAPn36VCedr68vJZOakESfbihajYvz6hAIBHj9+rVYxOW+fft+kejrJSUlSElJgYqKSr3ux9PS0pCamgojIyPG618zUjQhBMXFxZCRkak3fklhYSHy8vLw7bff/qfq/Zpt3Zzt3FL5TkpKQnx8vBjfWlpaYu5f2SIvLw9Pnz7FDz/8UK/excbGIikpCePHj2+WuptLZl9TXkDzyayl2tDG8t2cfaMuCAQCxMfHQ1NTs1nsudQWSW0RE5qzb/xX+G6pNvRr8w1Uba2rz/13fn4+oqOjoaurix9++IF1nRkZGbh+/TqMjY3FtifWxNWrV/Hq1ata441KQmb1oVVOoqSQQgoppJBCCimkkEIKKZqKpkXx+h9Dfn4+Zs6cifj4+K9Oz4Y2NzcXw4cPx5MnTxpNy5a+JdICkmurlqpjbPkWCARYs2YNkpKSWgwtIDmZseVbUjJrjfrdGp9ZknVLbVHLkrfUhn49WknWXVRUBE9PT9p5q69BC0hW3iJIJ1EAysrK8ODBA+Tn5391eja0lZWV+PDhg5jr0K9B3xJpAcm1VUvVMbZ8l5SU4Ny5c8jKymoxtIDkZMaWb0nJrDXqd2t8ZknWLbVFLUveUhv69WglWXdRURG8vLyQkpLyVWkBycpbBOkkSgoppPiiYLNjWFK0kgRbvlujzKSQoiGQ2qLWgZZqQ1sj3y31mUWQTqKkkEIKKaSQQgoppJBCCikaAekkClV+7cePH0+L0fG16NnQysvLY8mSJfjuu+8aTcuWviXSApJrq5aqY2z5lpGRwYABA6CoqNhiaAHJyYwt35KSWWvU79b4zJKsW2qLWpa8pTb069FKsu42bdpAQ0OjzmDNX4IWkKy8RZB655NCCimkkEIKKaSQQgoppGgE2kmaAUmCEIIbN27g8ePHKCgogJKSEkxNTTFw4MAvTt9Q2gsXLsDExATKyspNekY29GzrLisrw5MnTyArKws+n0/lx8TE4NGjR6ioqIC2tjYsLCzQtm3bZqOtjnfv3iE+Ph5ZWVkoKSmBvLw8evbsCUNDw3pjX0iKFqiKL1GdXlZWFmpqatDS0oK+vv5/klYKKVoi3r17h8+fP6NPnz6Qk5P7arRs6XNzc7FlyxY4OjpCR0fnq9GWlpaioKAAioqKaN++fYugffXqFTXWdunSBcbGxg3ezfA1aJ88eQI9PT20a9f4VzI2tCJ8+PABsrKytLH+3bt3ePr0KcrLy6Gt/f/aO/e4GNP//7+mqLStQ5rIx7Lsbo1Oa5WcD1uEVg6tMxU5ro9DYoXdPnv0cM75vMRiJTlUrFix1iJWrDZiLRJqO5BITVPm+v3Rr/kaM5hxT10z7vfz8fDYx9xdz/v9es9Wd9fc933dznB2dq4SX2jt4uJiXL9+XeNY+6pnEhnCF+Lm5+cjPT1d41grk8kglUqr1Bdam/g/RHMmasGCBcjNzcWSJUsAVBxExo0bh8uXL4MxBgsLCygUCkgkEnTt2hXLly9X+0UtxBfiymQy1KhRA23btoW/vz+6d+8Oa2trnfsW4gtxc3NzERgYiMzMTABA27ZtsX79esyePRsHDx5UjZNIJJDJZNiyZYvqtKoQt5KzZ89i/vz5uHr1qtr2ym93S0tLBAQEYPr06RqTGl4uABw5cgQLFixAVlaW1pseJRIJHBwcEB4ejh49ehiFqw9r167FypUrX2vp2qpwz507h1WrVuHmzZuoV68eevXqhZCQEI3LC+Lj4xEeHo709HSDuEJzV4evzRXaM6/3e+/evYiKisLjx4/Rrl07fPHFFygtLcWECROQlpYGoOJnc+rUqRg1apTa/oS4hvBfxL179+Dj44M1a9bA29tbZ08X9/fff4dMJoOdnZ1qW0pKCpYsWYJLly5BqVTC3NwcrVu3Rnh4OGQyGXcXADZt2oTs7Gx8+eWXACpW4JoxYwaSkpLUfq+ZmZlh2LBhqnE8XaDiWFunTh307NkT/v7+8PT01Ph/8iKEuI8fP8Znn32GlJQUAEBAQADmzp2LyMhI/PDDD1AqlQAqfv937twZK1euVPu7SIgvtPaNGzewdOlS/PbbbygrK9PoTSqVIigoCCNHjtQ6wRTiC3EvXbqExYsXIyUlBYwxjeOtRCKBh4cHZsyYgZYtW2rsW4gvtLYu7NixA5s3b0ZSUpLB3Js3b2Ljxo1qv/v79u2r4R89ehTz5s1T84W4uiCaM1FHjx5Ve+O++eYb/P3334iIiECfPn1gY2ODgoICxMTEYPny5Vi2bBlmzpxpEF9obUdHR1y8eBG///47vv76a3h7e8Pf3x+dOnV66VkYQ/iv665evRq5ubn48ssvUb9+faxYsQKhoaE4c+YM5s+fD29vb5SXlyMhIQELFy7E0qVL8fXXXwt2AeDUqVMYN24cnJ2d8fnnn8PKygrnz5/H0aNH8cUXX6Bx48Y4deoUdu3ahZSUFPz000+qCQ0vFwB+/vlnhIWFwdPTE2FhYXB3d4dUKoWlpSVKS0uRl5eHP//8E9HR0QgNDcWSJUvg5+fH1X0djGUVoCtXriAkJAS1a9eGp6cn8vLysHLlSsTHx2PNmjVo3rz5C/clxBWauzr9Z12hPfN6v0+cOIE5c+agRYsWkMlkiI+Ph1wux9OnT1GvXj18//33kMvl2LdvHxYuXIgmTZrAx8dHsCvU9/Lyeun7WflH5vTp01GzZk1IJBKcPXtWsAsAY8eOxcKFC+Hv7w8AOH/+PEaOHIlatWph4MCBcHBwQGZmJn7++WcMGzYMu3fvVn36zssFgD179qB79+6q13PnzkVSUhJCQkLg7+8POzs7/Pvvv4iJicGOHTtgb2+PcePGcXUrsba2RkxMDGJiYuDg4IDevXujd+/ecHR0fOn/SyHuhg0b8Oeff2LkyJGws7NDVFQUvvrqK+zZswcTJ06Ej48PysrKcODAAfz4449YtWoVwsLCDOILcS9fvozAwEDUqVMHAwcOhJWVFVJSUpCWloawsDDY2Njg1KlTWLp0KU6dOoX169erTcCE+ELcM2fOYOzYsWjUqBFCQ0Ph5uYGe3t71Qfpubm5uHTpEvbt24fAwEBs3LgRbdu2VeUW4gutrSuPHj1CVlaW3t6L3MzMTAwYMADl5eV4//33kZ6ejl9//RWxsbFYtmyZ2hnM4uJiNV+IqzNMJLi5ubHY2FjGGGPl5eXM1dWVrVmzRuvYb775hnXq1MlgvhDXycmJxcfHM7lczg4ePMgmTJjAXF1dmUwmY23atGFff/01S0lJeWHfQnwhrre3N1u0aJHq9enTp5mTkxNbtWqVxtiIiAi1noW4jDE2aNAgNmLECKZUKtW2r1u3jnXs2JGVlZUxxhi7desW8/LyYvPnz+fuMsaYv78/Gz9+vEaP2hg3bhzz9/fn7jLG2L59+3T+N3nyZCaTybi7jDE2fvx45uvrywoKClTb/vjjD9a5c2fm5eWl9r0dFxen5gtxhebm9Z4J6Znn+z18+HAWGBioeh0VFcVatGjBJk6cqJavvLyc+fn5sZEjRxrEFeo7OTmxjz76iM2YMYPNmjVL49/kyZOZk5MTCwoKUm0zhFvpx8fHq14PHjyYderUieXk5KiNy8jIYJ6enmzatGncXcYYc3d3ZzExMYwxxpRKJWvZsiVbsGAB08aMGTOYj48Pd/fZvrOzs9mGDRtYnz59mJOTE5PJZMzf359t3LiRZWdna92fENfX15d9++23qtdJSUnMyclJ49jEGGNhYWHM29vbYL4QNzg4mPXr14+VlJSojfv++++Zr6+v6hickpLCPvzwQ7Z69Wq1cUJ8Ie6gQYPYkCFDWGlpqUaPz1JaWsoGDx7MBg4cqLZdiC/EPXfunM7/5syZo/b7V4jLGGPTpk1jHTp0YBkZGapt+/fvZx4eHszHx0dt+/O/+4W4uiKaM1F16tTBgwcPAFTcb1NWVob3339f69j33nsPsbGxBvOF1gYqLvfw8/ODn58fCgsLkZiYiISEBERHRyM6OhoODg7w9/dH79698cEHHxjUfx03Pz8f7777rmoflZ8Ut2jRQiObq6sr9u/fr3otxAUqrkOfOXMmJBKJ2nY/Pz8sXboUV65cgbu7O959910MGTIECQkJCA8P5+oCFdeBBwYGavSojW7duuG7777j7gLArFmzIJFIdD7j8ez7w8sFgLS0NISEhKBu3bqqbZ6enti3bx/GjRuHkJAQREZGar3cSYgrNDev90xIz0J9Ie7169cxefJk1WsfHx/Mnz9f47JUc3Nz+Pv7IyoqyiCuUD8yMhKLFy9GWloawsPD0bVrVzXn7t27OHLkCIKCgtTOfgl1n6esrAyXLl1CeHi4xmppTZs2xeDBg7Fv3z6jcK2trfHkyRMAQElJCUpKStCqVSut+2/VqhUSExO5u8/SsGFDjB07FmPHjsU///yD+Ph4HDhwAIsXL0ZkZCQ8PDzQp08f9OjRA7Vr1xbs5uTkqB1XK++P03ZJoJeXF44cOaK2TYgvxL106RLCwsI0LuUdPnw4tm3bhvT0dDg7O6NVq1YYNGgQ4uLiMHHiRIP4QtyrV6/iyy+/fOU9fRYWFqrLG59FiC/EDQwM1DgOvQjGmNpYIS5Qcc/fiBEj0LRpU9W2vn37wtXVFePHj8eQIUOwfv16tXvnDeHqimgmUZ07d0ZcXByCg4NhZWUFZ2dnHD58WO0UfCVJSUlqf8QL9YXWfp46depg8ODBGDx4MLKzs5GQkICDBw9i/fr12LBhwyvvvRDi6+o2bNgQt2/fVnm3bt0CUHEt8fN/6Pzzzz9o0KCB6rUQF6hYHrVy0vos9+/fh0QigZnZ/63s/8477yA/P5+7C1RcR3358mUMHDhQYx/Pk5aWpnYDKC8XqPieaNGiBWbNmvVKPyYmBjt37uTuAhWn799++22Nsba2tti2bRsmTZqEKVOm4KuvvoKlpaXBXKG5eb1nQnoW6gtxFQqF2rbKS2i13UBdv359FBcXG8QV6vv5+cHHxwcbNmxAaGgoPDw8EB4errpE62V/mAhxn6e8vByMsRcel5o2bYrCwkKjcNu0aYNDhw5h5MiRqpv8z549i27dumn4ycnJaNSoEXf3Rbz//vsICwtDWFgYzp8/j4SEBBw+fBgRERH47rvvkJqaKti1tbVFTk6Oyvv333/V/vssWVlZGt+3Qnwhbo0aNVBSUqIxrqSkBBKJRO0+JUdHR0RHR6uNE+ILcWvXrq261/tVZGZmakyUhfhCXGtra8hkMoSEhLzSTUxMVLt3XYgLAA8fPlS7R7KS9957D9HR0RgzZgyCg4OxYsUKjTFCXF0RzSQqNDQUAwYMQFBQECZNmoSZM2ciNDQU48ePh5+fH+zs7JCTk4O9e/ciJSUFCxcuNJgvtPbLcHBwwLhx4zBu3Dj8/fffOHDggF7vixD/Za63tzd27NiBRo0aoX79+li+fDmkUikuXLiA48ePo3PnzlAqlUhMTER0dDT69OljEBcAOnbsiK1bt6Jdu3bw8PAAUPGp1/z581G3bl21m5Gzs7PVrovl5QLAkCFDsGTJElhZWWHo0KFqn55Ucvv2bfz000/YvXs3QkNDubsA4Obmhps3b2rc5K2N5w/CvFwAaNKkCVJTU7VOHmvVqoV169Zh5syZ+N///qdxk60QV2huXu+ZkJ6F+kJcqVSq9sdarVq1MGrUKPznP//R2Ne///6rdrZLiGsI39LSEpMnT8ann36KBQsWICAgAAEBARo/g9oQ4gIVizwUFBQAAN566y3k5uZqHZebm6vxxx4vd+rUqRg4cCCmTJmCadOm4auvvsLEiRPx9OlTtWNtbGwsjhw5ovZhAi9XFzw9PeHp6YmIiAicPHlSr+P0y9z27dtjx44dcHNzQ/369bFgwQLUrl0bJ06cgKenJ5ycnABAdQ9vhw4d1PYtxBfitm7dGtu3b0evXr1Uqx3K5XIsX74ctWrVUrlAxZUtz3+fCPGFuH369MGWLVtgb2+PAQMGaF2Rs6SkBLt378bWrVsRFBSk9jUhvhDX1dUVOTk5Wj8UeJ7r16+rvRbiAkCjRo1w7do1rePt7Oywfft2jB8/Hp999hk6d+5sMFdXRDOJkkql2LlzJyIiIjBmzBjVJS0nTpzAb7/9BqDiVGLlzb6VN7YawhdaW1ccHR3VbvqsTv9597///S9SUlLwzTffAKj4NGLp0qWwtbVFUFAQysrKwBjD06dPYWdnhylTphjEBYDPP/8cFy5cwIgRIyCVSmFlZaW6YTAyMlJttZzDhw/jo48+4u4CwJgxY/Do0SNERUVh69atsLGxgZ2dnerGz/z8fBQVFcHc3ByjRo1SuzGZlwsA7u7u+P3335Gfn6/1U59nqV27NhwcHLi7QMVBfM+ePZgzZ47WA0rNmjURGRmJunXrYufOnWqf3gtxhebm9Z4J6VmoL8R1dXXFxYsXVa+trKzULqN9luTkZLUJphDXEH4ljRo1wvLly3Hu3DnMnTsXvr6+6N+/v05nlF7XjYuLQ1xcnOr1L7/8gkGDBmnN/fySzrzcZs2aYevWrQgPD4efn5/qzN/OnTvVzqrWqFEDEydORHBwMHdXH2rUqIGPP/4YH3/8sUHcqVOn4vTp0xg/fjyAijOU3377LRo2bIhPP/0U9vb2UCqVyMnJgZWVlcYEXIgvxJ0+fTqGDh2KTz75BC4uLrCyskJ6ejoePnyIiIgItUvtjh07pvF4DiG+EHfq1KnIzs7G3LlzsXDhQjRv3hxSqVR1rM3Ly8PNmzdRVlaGnj17YurUqRrv9+v6Qlx3d3ds2rQJhYWFr3w4LXtu1T8hLlBxKWdiYiLCw8O1rrJoY2ODqKgoTJ06FceOHVP7vSbE1RXRLHH+LDdu3MCZM2dw+/ZtFBcXw8rKClKpFC4uLmjTps0rrxkV4uvr7tu3D61bt0bjxo1fq1chvtDajDH89ddfKCoqgouLi+oH6M6dO9i7dy/u37+PZs2aoX///hqfwApxgYrlU3fu3ImLFy9CoVCgWbNmGDhwoNqnRADw9OlTmJmZqf3w8HIrycnJwdGjR3H16lXk5eWpnuMglUohk8nQrVs3jUsYebrFxcUoKCiAvb09atasqXXfL4KXC1Qsfbp79274+/u/9DkkALBlyxZcu3YN8+bNE+wKzc3rPRPSs1BfiHvnzh3k5uaqzg6/iAcPHmDRokXo3r276rJhIa4hfG0olUpER0dj5cqVKCgowOrVq195X5O+7r179zS2mZmZaUzoK3N36tRJtWInL/f5Pk+ePInk5GStx1pvb2+N+6x4uqtWrYKvr69OK/EZ0gUqzj4cP34cT548gYeHh+oe5JSUFMTExCA/Px/NmjXD8OHD0axZM4P6Qtx79+5hw4YNasfaoUOHapxRuHPnDt5++22NvxOE+EJrp6amIjEx8YXH2p49e770Ph0h/uu4eXl5uHXrFlxdXfV6xI5QFwD++usvbNy4ESEhIS9ddl2pVGLevHm4evUqtm3bJtjVFVFOogiCIAjClCkrK4NcLketWrX0ftCqEJcgCIKoQLSTqNLSUuTm5qK0tBSWlpawt7fXejN0Vfi8XFPNLcaeCXHBGFN9Ivg6lxQI8Xm5PGtTz5TbmF2etSl39dcmTBdRfQT1+PFjbNmyBYcOHUJGRobatZcSiQRNmzZFr169EBwcrPXaTSE+L9dUc4uxZ304fvw4jhw5ona5lLG7PGsbW+6nT58iLi4Ohw4dQnp6Ou7fv6/6Wv369SGTyVRPVtd2pkCIz8s11dxi7JlyU27KXXW1deH8+fNITk7GpEmTqt03RZdXbdGcibp79y6CgoKQk5ODtm3bwt3dHVKpFJaWligtLUVeXh5SU1ORnJyMBg0a4Mcff1S7F0iIz8s11dxi7Flf1q5dixUrVrxyOXtjcnnWNqbcBQUFGD16NK5cuYJ33333hd8nGRkZcHZ2xqZNm1CvXj3V/oT4vFxTzS3Gnik35abcVVdbV4zpmGUKLrfaej+e10SZOHEi69q1K7tx48ZLx924cYN17dpV44nyQnxerqnmFmPP+rJmzZrXero2T5dnbWPKHR4ezry8vNjp06df6p0+fZp5eXmx8PBwte1CfF6uqeYWY8+Um3JT7qqrrSvGdMwyBZdXbdFczpecnIwpU6aoVn95Ec2bN0dwcDBWrlxpMJ+Xa6q5xdgzALWnt+sLL5dnbVPNffz4cYwePRrt2rV76bh27dohJCQEmzdvNpjPyzXV3GLsmXJTbspdNbV1XUUTAIqKijS2CfFN0eVdWxdEM4kyMzODUqnUaaxSqYSZmZnBfF4uz9rUs34uAJibm6Np06YaDzTURmpqKi5dusTdpdz6uwqFAm+99dYrPaDiYaMKhUJtmxCfl8uzNvWsn8uzNuWu3tqUu3prZ2dno2HDhjp9CJeRkYFHjx6pbRPim6LLu7ZOvNZ5LxNkypQprGPHjiw9Pf2l49LT01mHDh3Y1KlTDebzck01txh7Zoyx/v37s4CAgJe6lTx/6pmXy7O2qeYOCQlhvr6+LDc396VeTk4O8/X1ZaNHj1bbLsTn5ZpqbjH2TLkpN+Wumtq9e/dmQ4YMealXibZjlhDfFF3etXVBNGei5syZg6CgIAQEBODDDz+Eq6urxtOa09LScOnSJTRu3BizZ882mM/LNdXcYuwZqHiyd2xsLBQKxSsf+AxA46ngPFzKrb87Z84cDB8+HD169IC3tzdcXV1hb2+v+j7Jzc1FWloajh07BktLS63f36/r83JNNbcYe6bclJtyV01tNzc3/Pzzz3j69CnMzc2hL0J8U3R519YF0azOBwDFxcXYsWMHjhw5gmvXrqmdZrWwsICjoyN69OiBYcOGaT1dK8Tn5ZpqbjH2nJqait9++w3Dhg2Dra2tRk/PkpWVhbt378LLy4urS7lfr3ZOTg7Wrl2LX375RW153EpsbW3h6+uLCRMmoGHDhhpfF+Lzck01txh7ptyUm3IbvvapU6dw4MABhIWFQSqVanjPcu3aNVy5cgX9+/c3iG+KLu/auiCqSdSzMMbw8OFD1YNQ69atq9dD0oT4vFxTzS3GngnxkJOTg7y8PNXDGqVSKRo0aFAtPi/XVHOLsWfKTbkpd9XVJkwb0U6iCIIgCIIgCIIgXgezVw9588nPz0eLFi1w5syZavd5uTxrU8/6Q7mrz+VZ+8GDB/Dx8cHFixf1doX6vFyetaln/aHc1efyrE25Kbcxu7xrV0KTqP+P0BNyQnxeLs/a1LPp1Kbc1ecqlUrcu3cPcrm82n1eLs/a1LP+UO7qc3nWptyU25hd3rUroUkUQRAEQRAEQRCEHtAkiiAIgiAIgiAIQh/0frLUG4hcLmd79+5leXl51e7zcnnWpp71h3JXn8uz9pMnT9jKlSvZnTt39HaF+rxcnrWpZ/2h3NXn8qxNuSm3Mbu8a1dCq/MRBEEQBEEQBEHoQQ3eAXhTVFSEP//8E4WFhbC1tUXLli1Rq1atavF5uaaaW4w9U25x5H7y5An27t2LCxcu4NGjR6hXrx46dOgAf39/1Kjx6l/TQnxerqnmFmPPlJtyU27jc001t6n2rA3RnImKjIyEn58fZDKZatvGjRuxZs0ayOVyMMYgkUjw1ltvYebMmRg0aJDBfF6uqeYWY8+UWzy5p0+fjocPH2LTpk0AgDt37iA4OBhZWVmoU6cObG1tkZeXh6KiIri4uGDz5s2oU6eOQXxerqnmFmPPlJtyU27KbQwu79o6IehiQBPCycmJxcfHq17v2rWLOTk5scGDB7ODBw+yCxcusP379zN/f38mk8nYr7/+ajCfl2uqucXYM+UWT+4uXbqwdevWqV6HhIQwT09PtTFKpZIlJCQwd3d3FhERoZZbiM/LNdXcYuyZclNuyk25jcHlXVsXRDuJ6tatGxs0aBBTKpVq4+RyOevRowcLDAw0mM/LNdXcYuyZcosnt6urK9uzZw9jjDGFQsGcnZ3Z1q1bmTYWL17M2rVrp7ZNiM/LNdXcYuyZclNuyk25jcHlXVsXRLnEuVwux507dzBw4EBIJBK1r1laWqJfv364cuVKlfi8XFPNLcaeKfebnVsqlSI7OxtAxUN5lUol7O3tte7b3t4excXFatuE+LxcU80txp4pN+Wm3JTbGFzetXVBlJMoMzMzmJubw9bWVuvX69WrB4VCUSU+L9dUc4uxZ8r9Zuf29fVFbGwsHj16BAsLC7Rp0wZ79uzR8BQKBeLi4uDk5KS2XYjPyzXV3GLsmXJTbspNuY3B5V1bF0S1Ot/WrVtx+PBhAICFhQUyMjK0jrt3757WP4iE+LxcU80txp4ptzhyT5o0CadOncKnn36KMWPGYPjw4YiIiECfPn3Qs2dP2NnZIScnBwkJCcjKysK6devU9ifE5+Waam4x9ky5KTflptzG4PKurQuiWZ3P29tbY5tMJsOaNWvUtjHG0LNnTzRv3hxr1641iM/LNdXcYuyZcosnNwA8fvwYixYtwv79+1FWVgZtv4Y/+OADzJ49G+3bt9f4mhCfl2uqucXYM+Wm3JSbchuDy7v2qxDNJEpXCgsLcezYMTg6OsLFxaVafV4uz9rUM+U2Zreqaz9+/Bjnz5/H7du3UVxcDCsrK0ilUri4uKB58+av3L8Qn5drqrnF2DPlptyU2/hcU81tqj2/DJpEEQRBEARBEARB6IEoF5YgCIIgCIIgCIJ4XWgSpYUdO3bAx8eHi8/L5Vmbejad2pTbdFyetcWYW4w986xNuU3H5VmbcovD5VWbJlFaePToEbKysrj4vFyetaln06lNuU3H5VlbjLnF2DPP2pTbdFyetSm3OFxetUWzxPkff/yh89i7d+8a1Ofl8qxNPevn8qxNuau3NuWu3trUs34uz9qUu3prU+7qrS3G3Kbas66IZmEJmUwGiUSi01jGGCQSCdLT0w3i83JNNbcYe6bclJtyG19uMfZMuSk35abcxuDyrq0LojkTZW1tDZlMhpCQkFeOTUxMxMGDBw3m83JNNbcYe6bclJtyG19uMfZMuSk35abcxuDyrq0LoplEubq6IicnB926dXvl2OvXrxvU5+XyrE096+fyrE25KXdVuzxrU8/6uTxrU27KXdUuz9pizG2qPeuKaBaWcHd3R2ZmJgoLC185ljGm8VRjIT4v11Rzi7Fnyk25Kbfx5RZjz5SbclNuym0MLu/aOsFEQm5uLjt79ix78uRJtfu8XJ61qWf9odzV5/KsTblNJ7cYe+ZZm3JT7qp2edYWY25T7VlXRLOwBEEQBEEQBEEQhCEQzeV8BEEQBEEQBEEQhkA0C0tUcvbsWRw6dAjp6enIzc2FXC6HlZUV7O3tIZPJ0KtXL7Rt27ZKfF6uqeYWY8+Um3JTbuPLLcaeKTflptyU2xhc3rVfhmgu55PL5Zg2bRp+/fVX1KpVCy1atIBUKoWlpSVKS0uRl5eH9PR0lJSUoEuXLli2bBmsrKwM4vNyTTW3GHum3JSbchtfbjH2TLkpN+Wm3Mbg8q6tE1V2t5WR8f333zM3NzcWExPDFAqF1jEKhYLFxMQwd3d3NnfuXIP5vFxTzS3Gnik35abcxpdbjD1TbspNuSm3Mbi8a+uCaCZRHTp0YMuWLdNpbGRkJOvQoYPBfF4uz9rUs34uz9qUu3prU+7qrU096+fyrE25q7c25a7e2mLMbao964poFpYoKipCw4YNdRrr4OCAoqIig/m8XJ61qWf9XJ61KXf11qbc1VubetbP5VmbcldvbcpdvbXFmNtUe9YV0UyiWrRogdjYWMjl8peOKykpwe7du+Hs7Gwwn5drqrnF2DPlptyU2/hyi7Fnyk25KTflNgaXd21dEM3CEhcuXMCoUaNQr1499OvXD66urpBKpbCwsIBCoUBeXh7++usvxMfH48GDB4iKikKrVq0M4vNyTTW3GHum3JSbchtfbjH2TLkpN+Wm3Mbg8q6tC6KZRAFAeno6IiMjcebMGZSXl0Mikai+xhhDjRo10K5dO0ybNk3rjFSIz8s11dxi7JlyU27KbXy5xdgz5abclJtyG4PLu/arENUkqpKioiL8/fffyMvLU60XL5VK4ejoCBsbmyr1ebmmmluMPVNuyk253yyXclNuym18LuU2HZd37RchykkUQRAEQRAEQRDE6yKahSUIgiAIgiAIgiAMgagmUTdv3sTs2bMxePBgTJgwAXFxcVrHHT16FD4+Pgb1ebmmmluMPVNuyk25jS+3GHum3JSbclNuY3B5134VoplEZWZmYsCAATh48CDKysqQnp6O8PBwBAYG4v79+2pji4uLkZWVZTCfl2uqucXYM+Wm3JTb+HKLsWfKTbkpN+U2Bpd3bZ3Q+/G8Jsq0adNYhw4dWEZGhmrb/v37mYeHB/Px8VHbHhcXx2QymcF8Xq6p5hZjz5SbclNu48stxp4pN+Wm3JTbGFzetXVBNGeiLl68iBEjRqBp06aqbX379sWuXbsAAEOGDEFqamqV+LxcU80txp4pN+Wm3MaXW4w9U27KTbkptzG4vGvrgmgmUQ8fPoSdnZ3G9vfeew/R0dFo0KABgoODcfLkSYP7vFxTzS3Gnik35abcxpdbjD1TbspNuSm3Mbi8a+uCaCZRjRo1wrVr17R+zc7ODtu3b4ezszM+++wzJCYmGtTn5ZpqbjH2TLkpN+U2vtxi7JlyU27KTbmNweVdWxdEM4ny8vJCYmIiysvLtX7dxsYGUVFR6NSpE44dO2ZQn5drqrnF2DPlptyU2/hyi7Fnyk25KTflNgaXd21dEM0kKiAgAB999BHS0tJeOMbCwgKrV69GYGAgPD09Debzck01txh7ptyUm3IbX24x9ky5KTflptzG4PKurQsSxhjT2yIIgiAIgiAIghApojkTRRAEQRAEQRAEYQhoEkUQBEEQBEEQBKEHNIkiCIIgCIIgCILQA5pEEQRBEARBEARB6EEN3gEIgiAIQh/Onj2LoKAg1WszMzPY2NigQYMGcHFxwSeffIJOnTpBIpG81v7T09Nx9OhR9O/fH40bNzZUbIIgCOINgiZRBEEQhEnSu3dvdO7cGYwxPHnyBLdu3UJSUhL279+P9u3bY/ny5ahdu7be+01PT8eqVavg5eVFkyiCIAhCKzSJIgiCIEwSZ2dn9O3bV23b7NmzsWjRIkRFRSEsLAw//PADp3QEQRDEmwxNogiCIIg3BnNzc8yaNQupqak4efIkzp8/D09PT+Tk5CAqKgpnzpxBVlYW5HI53nnnHfTr1w+jR4+Gubk5AGDlypVYtWoVAKhdMti/f3/Mnz8fAKBQKLB582YkJCQgMzMTlpaW8PT0xJQpU+Ds7Fz9TRMEQRDVDk2iCIIgiDeOAQMGICUlBSdOnICnpyeuXbuGI0eOoHv37mjSpAnKyspw8uRJLFmyBHfv3sW3334LAOjevTvy8vKwa9cuTJgwAc2bNwcANGnSBABQVlaG0aNH4+LFi+jbty+GDx+OoqIixMTEYOjQodi+fTvc3Ny49U0QBEFUDzSJIgiCIN44nJycAAAZGRkAAC8vLyQlJaktNjFy5Eh8/vnn2L17NyZNmgR7e3vIZDK0bNkSu3btQvv27dGmTRu1/e7YsQPnzp3DDz/8gE6dOqm2Dxs2DL1798bChQuxbdu2qm+QIAiC4AotcU4QBEG8cdjY2AAAioqKAABWVlaqCZRCocDDhw/x4MEDdOzYEUqlEmlpaTrtNz4+Hs2bN4eLiwsePHig+qdQKNC+fXukpKRALpdXTVMEQRCE0UBnogiCIIg3jsrJU+Vkqry8HBs2bEBcXBxu374Nxpja+EePHum03xs3bkAul6Ndu3YvHFNQUAAHB4fXTE4QBEGYAjSJIgiCIN44rl27BgBo1qwZAGD+/PnYtm0b/Pz8MGHCBNja2qJmzZq4fPkyFi9eDKVSqdN+GWNwdHTE7NmzXzjG1tZWeAMEQRCEUUOTKIIgCOKNIzY2FgDQpUsXAEBcXBxat26NpUuXqo27ffu2hvuyh/Q2bdoUBQUFaNu2LczM6Ip4giAIsUJHAIIgCOKN4enTp1iwYAFSUlLQpUsXeHh4AADMzMw0LuErLi7Gli1bNPZhbW0NACgsLNT4Wr9+/ZCXl4eoqCit9fPz8wV2QBAEQZgCdCaKIAiCMEmuXLmCuLg4AMCTJ09w69YtJCUl4d69e+jYsSOWLFmiGtujRw/s2rULoaGhaN++PfLz87Fnzx7UrVtXY79ubm4wMzPDunXrUFhYCGtrazRu3BgffvghgoKCcPr0aSxcuBDJyclo27YtbGxskJWVheTkZFhYWNDqfARBECJAwp7/aI4gCIIgjJizZ8+qPQjXzMwM1tbWaNiwIVxdXfHJJ5+gc+fOak5JSQlWrFiBxMRE5Ofnw8HBAQMGDICbmxtGjhyJefPmISAgQDV+37592LhxIzIzM1FWVqb2sN3y8nL89NNPiIuLw40bNwAA9vb2cHNzQ//+/dGxY8dqeBcIgiAIntAkiiAIgiAIgiAIQg/oniiCIAiCIAiCIAg9oEkUQRAEQRAEQRCEHtAkiiAIgiAIgiAIQg9oEkUQBEEQBEEQBKEHNIkiCIIgCIIgCILQA5pEEQRBEARBEARB6AFNogiCIAiCIAiCIPSAJlEEQRAEQRAEQRB6QJMogiAIgiAIgiAIPaBJFEEQBEEQBEEQhB78P6rmvD0YjIRbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x1008 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x5040 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alphalens.tears.create_event_study_tear_sheet(\n",
    "    factor_data, pricing, avgretplot=(5, 10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Short Signal Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we wanted to analyze the performance of  short signal, we only had to switch from positive to negative event values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:55:09.179414Z",
     "start_time": "2021-04-19T18:55:09.177456Z"
    }
   },
   "outputs": [],
   "source": [
    "events = -events"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:55:09.375636Z",
     "start_time": "2021-04-19T18:55:09.180310Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 0.0% entries from factor data: 0.0% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 35.0%, not exceeded: OK!\n"
     ]
    }
   ],
   "source": [
    "factor_data = alphalens.utils.get_clean_factor_and_forward_returns(events,\n",
    "                                                                   pricing,\n",
    "                                                                   quantiles=None,\n",
    "                                                                   bins=1,\n",
    "                                                                   periods=(\n",
    "                                                                       1, 2, 3, 4, 5, 6, 10),\n",
    "                                                                   filter_zscore=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-19T18:55:11.822514Z",
     "start_time": "2021-04-19T18:55:09.376640Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Quantiles Statistics\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>count</th>\n",
       "      <th>count %</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>factor_quantile</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-29.990385</td>\n",
       "      <td>-26.549999</td>\n",
       "      <td>-29.577682</td>\n",
       "      <td>0.523523</td>\n",
       "      <td>161</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       min        max       mean       std  count  count %\n",
       "factor_quantile                                                           \n",
       "1               -29.990385 -26.549999 -29.577682  0.523523    161    100.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x1008 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x5040 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alphalens.tears.create_event_study_tear_sheet(\n",
    "    factor_data, pricing, avgretplot=(5, 10))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
